1. Lobster abundance and fishing pressure
## Warning: `show.legend` must be a logical vector.
## Warning: Removed 1 rows containing missing values (geom_point).
## Warning: `show.legend` must be a logical vector.
## Warning: Removed 5 rows containing missing values (geom_point).
- Compare mean lobster size by site in 2017
## SITE YEAR MONTH SIZE
## 1 IVEE 2012 Aug 70
## 2 IVEE 2012 Aug 60
## 3 IVEE 2012 Aug 65
## 4 IVEE 2012 Aug 70
## 5 IVEE 2012 Aug 85
## 6 IVEE 2012 Aug 60
## 7 IVEE 2012 Aug 65
## 8 IVEE 2012 Aug 67
## 9 IVEE 2012 Aug 70
## 10 IVEE 2012 Aug 85
## 11 IVEE 2012 Aug 52
## 12 IVEE 2012 Aug 60
## 13 IVEE 2012 Aug 64
## 14 IVEE 2012 Aug 70
## 15 IVEE 2012 Aug 58
## 16 IVEE 2012 Aug 60
## 17 IVEE 2012 Aug 60
## 18 IVEE 2012 Aug 62
## 19 IVEE 2012 Aug 86
## 20 IVEE 2012 Aug 105
## 21 IVEE 2012 Aug 57
## 22 IVEE 2012 Aug 60
## 23 IVEE 2012 Aug 53
## 24 IVEE 2012 Aug 56
## 25 IVEE 2012 Aug 58
## 26 IVEE 2012 Aug 60
## 27 NAPL 2012 Aug 83
## 28 NAPL 2012 Aug 75
## 29 NAPL 2012 Aug 60
## 30 NAPL 2012 Aug 65
## 31 NAPL 2012 Aug 65
## 32 NAPL 2012 Aug 90
## 33 AQUE 2012 Aug 55
## 34 AQUE 2012 Aug 58
## 35 AQUE 2012 Aug 63
## 36 AQUE 2012 Aug 70
## 37 AQUE 2012 Aug 75
## 38 AQUE 2012 Aug 72
## 39 AQUE 2012 Aug 57
## 40 AQUE 2012 Aug 60
## 41 AQUE 2012 Aug 62
## 42 AQUE 2012 Aug 64
## 43 AQUE 2012 Aug 66
## 44 AQUE 2012 Aug 85
## 45 AQUE 2012 Aug 60
## 46 AQUE 2012 Aug 68
## 47 AQUE 2012 Aug 62
## 48 AQUE 2012 Aug 70
## 49 AQUE 2012 Aug 75
## 50 AQUE 2012 Aug 87
## 51 AQUE 2012 Aug 63
## 52 AQUE 2012 Aug 63
## 53 AQUE 2012 Aug 77
## 54 AQUE 2012 Aug 85
## 55 AQUE 2012 Aug 85
## 56 AQUE 2012 Aug 64
## 57 AQUE 2012 Aug 65
## 58 AQUE 2012 Aug 65
## 59 AQUE 2012 Aug 70
## 60 AQUE 2012 Aug 78
## 61 AQUE 2012 Aug 80
## 62 AQUE 2012 Aug 85
## 63 AQUE 2012 Aug 88
## 64 AQUE 2012 Aug 89
## 65 AQUE 2012 Aug 90
## 66 AQUE 2012 Aug 60
## 67 AQUE 2012 Aug 65
## 68 AQUE 2012 Aug 70
## 69 AQUE 2012 Aug 72
## 70 AQUE 2012 Aug 75
## 71 CARP 2012 Aug 95
## 72 CARP 2012 Aug 85
## 73 CARP 2012 Aug 85
## 74 CARP 2012 Aug 90
## 75 CARP 2012 Aug 90
## 76 CARP 2012 Aug 95
## 77 CARP 2012 Aug 60
## 78 CARP 2012 Aug 65
## 79 CARP 2012 Aug 65
## 80 CARP 2012 Aug 65
## 81 CARP 2012 Aug 68
## 82 CARP 2012 Aug 70
## 83 CARP 2012 Aug 75
## 84 CARP 2012 Aug 75
## 85 CARP 2012 Aug 78
## 86 CARP 2012 Aug 78
## 87 CARP 2012 Aug 80
## 88 CARP 2012 Aug 60
## 89 CARP 2012 Aug 60
## 90 CARP 2012 Aug 60
## 91 CARP 2012 Aug 64
## 92 CARP 2012 Aug 65
## 93 CARP 2012 Aug 75
## 94 CARP 2012 Aug 76
## 95 CARP 2012 Aug 78
## 96 CARP 2012 Aug 82
## 97 CARP 2012 Aug 85
## 98 CARP 2012 Aug 52
## 99 CARP 2012 Aug 57
## 100 CARP 2012 Aug 58
## 101 CARP 2012 Aug 61
## 102 CARP 2012 Aug 62
## 103 CARP 2012 Aug 64
## 104 CARP 2012 Aug 65
## 105 CARP 2012 Aug 68
## 106 CARP 2012 Aug 70
## 107 CARP 2012 Aug 72
## 108 CARP 2012 Aug 78
## 109 CARP 2012 Aug 81
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## 113 CARP 2012 Aug 58
## 114 CARP 2012 Aug 74
## 115 CARP 2012 Aug 75
## 116 CARP 2012 Aug 80
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## 119 CARP 2012 Aug 85
## 120 CARP 2012 Aug 85
## 121 CARP 2012 Aug 90
## 122 CARP 2012 Aug 75
## 123 CARP 2012 Aug 78
## 124 CARP 2012 Aug 80
## 125 CARP 2012 Aug 95
## 126 CARP 2012 Aug 55
## 127 CARP 2012 Aug 71
## 128 CARP 2012 Aug 74
## 129 CARP 2012 Aug 156
## 130 CARP 2012 Aug 72
## 131 CARP 2012 Aug 68
## 132 CARP 2012 Aug 71
## 133 CARP 2012 Aug 60
## 134 CARP 2012 Aug 62
## 135 CARP 2012 Aug 65
## 136 CARP 2012 Aug 65
## 137 CARP 2012 Aug 98
## 138 CARP 2012 Aug 66
## 139 CARP 2012 Aug 68
## 140 CARP 2012 Aug 47
## 141 CARP 2012 Aug 68
## 142 CARP 2012 Aug 65
## 143 CARP 2012 Aug 58
## 144 CARP 2012 Aug 81
## 145 CARP 2012 Aug 82
## 146 CARP 2012 Aug 84
## 147 CARP 2012 Aug 75
## 148 CARP 2012 Aug 77
## 149 MOHK 2012 Aug 65
## 150 MOHK 2012 Aug 70
## 151 MOHK 2012 Aug 75
## 152 MOHK 2012 Aug 75
## 153 MOHK 2012 Aug 75
## 154 MOHK 2012 Aug 80
## 155 MOHK 2012 Aug 80
## 156 MOHK 2012 Aug 82
## 157 MOHK 2012 Aug 82
## 158 MOHK 2012 Aug 84
## 159 MOHK 2012 Aug 85
## 160 MOHK 2012 Aug 85
## 161 MOHK 2012 Aug 68
## 162 MOHK 2012 Aug 70
## 163 MOHK 2012 Aug 72
## 164 MOHK 2012 Aug 75
## 165 MOHK 2012 Aug 75
## 166 MOHK 2012 Aug 75
## 167 MOHK 2012 Aug 78
## 168 MOHK 2012 Aug 85
## 169 MOHK 2012 Aug 88
## 170 MOHK 2012 Aug 75
## 171 MOHK 2012 Aug 80
## 172 MOHK 2012 Aug 84
## 173 MOHK 2012 Aug 60
## 174 MOHK 2012 Aug 62
## 175 MOHK 2012 Aug 65
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## 177 MOHK 2012 Aug 68
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## 180 MOHK 2012 Aug 68
## 181 MOHK 2012 Aug 70
## 182 MOHK 2012 Aug 70
## 183 MOHK 2012 Aug 72
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## 190 MOHK 2012 Aug 80
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## 194 MOHK 2012 Aug 88
## 195 MOHK 2012 Aug 88
## 196 MOHK 2012 Aug 60
## 197 MOHK 2012 Aug 65
## 198 MOHK 2012 Aug 68
## 199 MOHK 2012 Aug 75
## 200 MOHK 2012 Aug 78
## 201 MOHK 2012 Aug 85
## 202 MOHK 2012 Aug 55
## 203 MOHK 2012 Aug 65
## 204 MOHK 2012 Aug 66
## 205 MOHK 2012 Aug 75
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## 214 MOHK 2012 Aug 85
## 215 MOHK 2012 Aug 90
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## 218 MOHK 2012 Aug 90
## 219 MOHK 2012 Aug 95
## 220 MOHK 2012 Aug 95
## 221 MOHK 2012 Aug 105
## 222 MOHK 2012 Aug 110
## 223 MOHK 2012 Aug 110
## 224 MOHK 2012 Aug 65
## 225 MOHK 2012 Aug 72
## 226 MOHK 2012 Aug 60
## 227 MOHK 2012 Aug 65
## 228 MOHK 2012 Aug 68
## 229 MOHK 2012 Aug 75
## 230 MOHK 2012 Aug 80
## 231 MOHK 2012 Aug 82
## 232 IVEE 2013 Aug 60
## 233 IVEE 2013 Aug 62
## 234 IVEE 2013 Aug 64
## 235 IVEE 2013 Aug 65
## 236 IVEE 2013 Aug 72
## 237 IVEE 2013 Aug 74
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## 242 IVEE 2013 Aug 58
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## 247 IVEE 2013 Aug 64
## 248 IVEE 2013 Aug 70
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## 250 IVEE 2013 Aug 65
## 251 IVEE 2013 Aug 70
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## 258 IVEE 2013 Aug 78
## 259 IVEE 2013 Aug 82
## 260 IVEE 2013 Aug 85
## 261 IVEE 2013 Aug 85
## 262 IVEE 2013 Aug 77
## 263 IVEE 2013 Aug 83
## 264 IVEE 2013 Aug 80
## 265 IVEE 2013 Aug 62
## 266 IVEE 2013 Aug 85
## 267 IVEE 2013 Aug 65
## 268 IVEE 2013 Aug 72
## 269 IVEE 2013 Aug 68
## 270 IVEE 2013 Aug 78
## 271 IVEE 2013 Aug 78
## 272 NAPL 2013 Aug 62
## 273 NAPL 2013 Aug 65
## 274 NAPL 2013 Aug 70
## 275 NAPL 2013 Aug 75
## 276 NAPL 2013 Aug 70
## 277 NAPL 2013 Aug 80
## 278 NAPL 2013 Aug 54
## 279 NAPL 2013 Aug 70
## 280 NAPL 2013 Aug 70
## 281 NAPL 2013 Aug 72
## 282 NAPL 2013 Aug 105
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## 284 NAPL 2013 Aug 81
## 285 NAPL 2013 Aug 95
## 286 NAPL 2013 Aug 110
## 287 NAPL 2013 Aug 70
## 288 NAPL 2013 Aug 75
## 289 NAPL 2013 Aug 85
## 290 NAPL 2013 Aug 90
## 291 NAPL 2013 Aug 68
## 292 NAPL 2013 Aug 70
## 293 NAPL 2013 Aug 75
## 294 NAPL 2013 Aug 60
## 295 NAPL 2013 Aug 72
## 296 NAPL 2013 Aug 75
## 297 NAPL 2013 Aug 68
## 298 NAPL 2013 Aug 76
## 299 NAPL 2013 Aug 48
## 300 NAPL 2013 Aug 55
## 301 NAPL 2013 Aug 92
## 302 NAPL 2013 Aug 62
## 303 NAPL 2013 Aug 64
## 304 NAPL 2013 Aug 65
## 305 NAPL 2013 Aug 66
## 306 NAPL 2013 Aug 68
## 307 NAPL 2013 Aug 90
## 308 NAPL 2013 Aug 65
## 309 NAPL 2013 Aug 76
## 310 NAPL 2013 Aug 79
## 311 NAPL 2013 Aug 80
## 312 NAPL 2013 Aug 72
## 313 NAPL 2013 Aug 77
## 314 NAPL 2013 Aug 64
## 315 NAPL 2013 Aug 64
## 316 NAPL 2013 Aug 65
## 317 NAPL 2013 Aug 90
## 318 NAPL 2013 Aug 98
## 319 NAPL 2013 Aug 74
## 320 NAPL 2013 Aug 74
## 321 NAPL 2013 Aug 80
## 322 NAPL 2013 Aug 86
## 323 NAPL 2013 Aug 62
## 324 NAPL 2013 Aug 93
## 325 NAPL 2013 Aug 65
## 326 NAPL 2013 Aug 62
## 327 NAPL 2013 Aug 64
## 328 NAPL 2013 Aug 71
## 329 NAPL 2013 Aug 78
## 330 NAPL 2013 Aug 79
## 331 NAPL 2013 Aug 82
## 332 NAPL 2013 Aug 84
## 333 NAPL 2013 Aug 100
## 334 NAPL 2013 Aug 80
## 335 MOHK 2013 Aug 80
## 336 MOHK 2013 Aug 75
## 337 MOHK 2013 Aug 85
## 338 MOHK 2013 Aug 76
## 339 MOHK 2013 Aug 78
## 340 MOHK 2013 Aug 80
## 341 MOHK 2013 Aug 62
## 342 MOHK 2013 Aug 60
## 343 MOHK 2013 Aug 65
## 344 MOHK 2013 Aug 83
## 345 MOHK 2013 Aug 60
## 346 MOHK 2013 Aug 60
## 347 MOHK 2013 Aug 60
## 348 MOHK 2013 Aug 67
## 349 MOHK 2013 Aug 87
## 350 AQUE 2013 Aug 75
## 351 AQUE 2013 Aug 80
## 352 AQUE 2013 Aug 65
## 353 AQUE 2013 Aug 80
## 354 AQUE 2013 Aug 90
## 355 AQUE 2013 Aug 80
## 356 AQUE 2013 Aug 85
## 357 AQUE 2013 Aug 58
## 358 AQUE 2013 Aug 78
## 359 AQUE 2013 Aug 65
## 360 AQUE 2013 Aug 75
## 361 AQUE 2013 Aug 78
## 362 AQUE 2013 Aug 81
## 363 AQUE 2013 Aug 85
## 364 AQUE 2013 Aug 73
## 365 AQUE 2013 Aug 85
## 366 AQUE 2013 Aug 86
## 367 AQUE 2013 Aug 47
## 368 AQUE 2013 Aug 48
## 369 AQUE 2013 Aug 60
## 370 AQUE 2013 Aug 60
## 371 AQUE 2013 Aug 65
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## 373 AQUE 2013 Aug 65
## 374 AQUE 2013 Aug 65
## 375 AQUE 2013 Aug 70
## 376 AQUE 2013 Aug 75
## 377 AQUE 2013 Aug 78
## 378 AQUE 2013 Aug 85
## 379 AQUE 2013 Aug 95
## 380 AQUE 2013 Aug 56
## 381 AQUE 2013 Aug 55
## 382 CARP 2013 Aug 77
## 383 CARP 2013 Aug 81
## 384 CARP 2013 Aug 75
## 385 CARP 2013 Aug 76
## 386 CARP 2013 Aug 78
## 387 CARP 2013 Aug 66
## 388 CARP 2013 Aug 68
## 389 CARP 2013 Aug 70
## 390 CARP 2013 Aug 80
## 391 CARP 2013 Aug 68
## 392 CARP 2013 Aug 70
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## 394 CARP 2013 Aug 75
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## 398 CARP 2013 Aug 80
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## 408 CARP 2013 Aug 85
## 409 CARP 2013 Aug 86
## 410 CARP 2013 Aug 90
## 411 CARP 2013 Aug 90
## 412 CARP 2013 Aug 90
## 413 CARP 2013 Aug 95
## 414 CARP 2013 Aug 72
## 415 CARP 2013 Aug 72
## 416 CARP 2013 Aug 75
## 417 CARP 2013 Aug 75
## 418 CARP 2013 Aug 78
## 419 CARP 2013 Aug 79
## 420 CARP 2013 Aug 82
## 421 CARP 2013 Aug 83
## 422 CARP 2013 Aug 85
## 423 CARP 2013 Aug 87
## 424 CARP 2013 Aug 90
## 425 CARP 2013 Aug 65
## 426 CARP 2013 Aug 59
## 427 CARP 2013 Aug 60
## 428 CARP 2013 Aug 79
## 429 CARP 2013 Aug 81
## 430 CARP 2013 Aug 78
## 431 CARP 2013 Aug 65
## 432 CARP 2013 Aug 68
## 433 CARP 2013 Aug 68
## 434 CARP 2013 Aug 71
## 435 CARP 2013 Aug 75
## 436 CARP 2013 Aug 76
## 437 CARP 2013 Aug 77
## 438 CARP 2013 Aug 78
## 439 CARP 2013 Aug 80
## 440 CARP 2013 Aug 63
## 441 CARP 2013 Aug 75
## 442 CARP 2013 Aug 70
## 443 CARP 2013 Aug 72
## 444 CARP 2013 Aug 75
## 445 CARP 2013 Aug 78
## 446 CARP 2013 Aug 65
## 447 CARP 2013 Aug 70
## 448 CARP 2013 Aug 75
## 449 CARP 2013 Aug 80
## 450 CARP 2013 Aug 84
## 451 CARP 2013 Aug 65
## 452 CARP 2013 Aug 65
## 453 CARP 2013 Aug 80
## 454 CARP 2013 Aug 82
## 455 CARP 2013 Aug 65
## 456 CARP 2013 Aug 110
## 457 CARP 2013 Aug 79
## 458 CARP 2013 Aug 75
## 459 CARP 2013 Aug 73
## 460 CARP 2013 Aug 86
## 461 CARP 2013 Aug 70
## 462 CARP 2013 Aug 72
## 463 CARP 2013 Aug 75
## 464 CARP 2013 Aug 80
## 465 CARP 2013 Aug 83
## 466 CARP 2013 Aug 85
## 467 CARP 2013 Aug 88
## 468 CARP 2013 Aug 60
## 469 CARP 2013 Aug 65
## 470 CARP 2013 Aug 68
## 471 CARP 2013 Aug 70
## 472 CARP 2013 Aug 86
## 473 CARP 2013 Aug 62
## 474 CARP 2013 Aug 65
## 475 CARP 2014 Aug 70
## 476 CARP 2014 Aug 73
## 477 CARP 2014 Aug 70
## 478 CARP 2014 Aug 60
## 479 CARP 2014 Aug 65
## 480 CARP 2014 Aug 75
## 481 CARP 2014 Aug 75
## 482 CARP 2014 Aug 68
## 483 CARP 2014 Aug 71
## 484 CARP 2014 Aug 78
## 485 CARP 2014 Aug 79
## 486 CARP 2014 Aug 79
## 487 CARP 2014 Aug 70
## 488 CARP 2014 Aug 72
## 489 CARP 2014 Aug 72
## 490 CARP 2014 Aug 74
## 491 CARP 2014 Aug 75
## 492 CARP 2014 Aug 75
## 493 CARP 2014 Aug 77
## 494 CARP 2014 Aug 77
## 495 CARP 2014 Aug 78
## 496 CARP 2014 Aug 80
## 497 CARP 2014 Aug 80
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## 499 CARP 2014 Aug 82
## 500 CARP 2014 Aug 82
## 501 CARP 2014 Aug 84
## 502 CARP 2014 Aug 85
## 503 CARP 2014 Aug 89
## 504 CARP 2014 Aug 90
## 505 CARP 2014 Aug 95
## 506 CARP 2014 Aug 78
## 507 CARP 2014 Aug 81
## 508 CARP 2014 Aug 82
## 509 CARP 2014 Aug 83
## 510 CARP 2014 Aug 105
## 511 CARP 2014 Aug 81
## 512 CARP 2014 Aug 86
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## 514 CARP 2014 Aug 75
## 515 CARP 2014 Aug 85
## 516 CARP 2014 Aug 90
## 517 CARP 2014 Aug 90
## 518 CARP 2014 Aug 80
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## 520 CARP 2014 Aug 62
## 521 CARP 2014 Aug 85
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## 523 CARP 2014 Aug 72
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## 525 CARP 2014 Aug 80
## 526 CARP 2014 Aug 75
## 527 CARP 2014 Aug 68
## 528 CARP 2014 Aug 72
## 529 CARP 2014 Aug 79
## 530 CARP 2014 Aug 80
## 531 CARP 2014 Aug 82
## 532 CARP 2014 Aug 85
## 533 CARP 2014 Aug 86
## 534 CARP 2014 Aug 60
## 535 CARP 2014 Aug 72
## 536 CARP 2014 Aug 78
## 537 CARP 2014 Aug 87
## 538 CARP 2014 Aug 70
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## 540 CARP 2014 Aug 73
## 541 CARP 2014 Aug 87
## 542 CARP 2014 Aug 93
## 543 CARP 2014 Aug 72
## 544 CARP 2014 Aug 75
## 545 CARP 2014 Aug 78
## 546 CARP 2014 Aug 83
## 547 CARP 2014 Aug 78
## 548 CARP 2014 Aug 89
## 549 CARP 2014 Aug 79
## 550 CARP 2014 Aug 108
## 551 CARP 2014 Aug 84
## 552 CARP 2014 Aug 86
## 553 NAPL 2014 Aug 82
## 554 NAPL 2014 Aug 84
## 555 NAPL 2014 Aug 105
## 556 NAPL 2014 Aug 60
## 557 NAPL 2014 Aug 70
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## 559 NAPL 2014 Aug 72
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## 567 NAPL 2014 Aug 70
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## 574 NAPL 2014 Aug 90
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## 576 NAPL 2014 Aug 65
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## 606 NAPL 2014 Aug 90
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## 630 NAPL 2014 Aug 70
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## 712 MOHK 2014 Aug 72
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## 746 IVEE 2014 Aug 30
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## 835 IVEE 2014 Aug 67
## 836 IVEE 2014 Aug 68
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## 1418 IVEE 2015 Aug 60
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## 1420 IVEE 2015 Aug 85
## 1421 IVEE 2015 Aug 90
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## 1425 NAPL 2015 Aug 85
## 1426 NAPL 2015 Aug 90
## 1427 NAPL 2015 Aug 60
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## 1632 NAPL 2015 Aug 80
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## 1692 MOHK 2015 Aug 45
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## 1988 CARP 2015 Aug 35
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## 2012 CARP 2015 Aug 50
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## 2015 CARP 2015 Aug 75
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## 2018 CARP 2015 Aug 95
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## 2020 CARP 2015 Aug 61
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## 2078 IVEE 2016 Aug 65
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## 2266 IVEE 2016 Aug 70
## 2267 IVEE 2016 Aug 75
## 2268 IVEE 2016 Aug 60
## 2269 IVEE 2016 Aug 65
## 2270 IVEE 2016 Aug 65
## 2271 NAPL 2016 Aug 82
## 2272 NAPL 2016 Aug 85
## 2273 NAPL 2016 Aug 53
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## 2276 NAPL 2016 Aug 56
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## 2394 NAPL 2016 Aug 110
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## 2396 NAPL 2016 Aug 85
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## 2398 AQUE 2016 Aug 45
## 2399 AQUE 2016 Aug 45
## 2400 AQUE 2016 Aug 45
## 2401 AQUE 2016 Aug 50
## 2402 AQUE 2016 Aug 50
## 2403 AQUE 2016 Aug 50
## 2404 AQUE 2016 Aug 65
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## 2410 AQUE 2016 Aug 80
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## 2412 AQUE 2016 Aug 75
## 2413 AQUE 2016 Aug 75
## 2414 AQUE 2016 Aug 63
## 2415 AQUE 2016 Aug 75
## 2416 AQUE 2016 Aug 80
## 2417 AQUE 2016 Aug 85
## 2418 AQUE 2016 Aug 90
## 2419 AQUE 2016 Aug 87
## 2420 AQUE 2016 Aug 55
## 2421 AQUE 2016 Aug 58
## 2422 AQUE 2016 Aug 60
## 2423 AQUE 2016 Aug 65
## 2424 AQUE 2016 Aug 75
## 2425 AQUE 2016 Aug 48
## 2426 AQUE 2016 Aug 56
## 2427 AQUE 2016 Aug 58
## 2428 AQUE 2016 Aug 65
## 2429 AQUE 2016 Aug 65
## 2430 AQUE 2016 Aug 72
## 2431 AQUE 2016 Aug 76
## 2432 AQUE 2016 Aug 76
## 2433 AQUE 2016 Aug 76
## 2434 AQUE 2016 Aug 76
## 2435 AQUE 2016 Aug 78
## 2436 AQUE 2016 Aug 78
## 2437 AQUE 2016 Aug 78
## 2438 AQUE 2016 Aug 78
## 2439 AQUE 2016 Aug 78
## 2440 AQUE 2016 Aug 80
## 2441 AQUE 2016 Aug 82
## 2442 AQUE 2016 Aug 85
## 2443 AQUE 2016 Aug 50
## 2444 AQUE 2016 Aug 65
## 2445 AQUE 2016 Aug 65
## 2446 CARP 2016 Aug 62
## 2447 CARP 2016 Aug 73
## 2448 CARP 2016 Aug 78
## 2449 CARP 2016 Aug 79
## 2450 CARP 2016 Aug 65
## 2451 CARP 2016 Aug 70
## 2452 CARP 2016 Aug 81
## 2453 CARP 2016 Aug 86
## 2454 CARP 2016 Aug 62
## 2455 CARP 2016 Aug 62
## 2456 CARP 2016 Aug 64
## 2457 CARP 2016 Aug 65
## 2458 CARP 2016 Aug 65
## 2459 CARP 2016 Aug 65
## 2460 CARP 2016 Aug 68
## 2461 CARP 2016 Aug 70
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## 2463 CARP 2016 Aug 72
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## 2465 CARP 2016 Aug 74
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## 2467 CARP 2016 Aug 75
## 2468 CARP 2016 Aug 80
## 2469 CARP 2016 Aug 84
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## 2471 CARP 2016 Aug 85
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## 2473 CARP 2016 Aug 50
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## 2476 CARP 2016 Aug 72
## 2477 CARP 2016 Aug 75
## 2478 CARP 2016 Aug 76
## 2479 CARP 2016 Aug 84
## 2480 CARP 2016 Aug 50
## 2481 CARP 2016 Aug 55
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## 2483 CARP 2016 Aug 60
## 2484 CARP 2016 Aug 60
## 2485 CARP 2016 Aug 65
## 2486 CARP 2016 Aug 65
## 2487 CARP 2016 Aug 66
## 2488 CARP 2016 Aug 67
## 2489 CARP 2016 Aug 70
## 2490 CARP 2016 Aug 70
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## 2492 CARP 2016 Aug 70
## 2493 CARP 2016 Aug 72
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## 2495 CARP 2016 Aug 72
## 2496 CARP 2016 Aug 72
## 2497 CARP 2016 Aug 73
## 2498 CARP 2016 Aug 75
## 2499 CARP 2016 Aug 75
## 2500 CARP 2016 Aug 75
## 2501 CARP 2016 Aug 75
## 2502 CARP 2016 Aug 78
## 2503 CARP 2016 Aug 80
## 2504 CARP 2016 Aug 85
## 2505 CARP 2016 Aug 85
## 2506 CARP 2016 Aug 86
## 2507 CARP 2016 Aug 55
## 2508 CARP 2016 Aug 58
## 2509 CARP 2016 Aug 60
## 2510 CARP 2016 Aug 60
## 2511 CARP 2016 Aug 65
## 2512 CARP 2016 Aug 68
## 2513 CARP 2016 Aug 70
## 2514 CARP 2016 Aug 70
## 2515 CARP 2016 Aug 72
## 2516 CARP 2016 Aug 75
## 2517 CARP 2016 Aug 80
## 2518 CARP 2016 Aug 35
## 2519 CARP 2016 Aug 50
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## 2521 CARP 2016 Aug 60
## 2522 CARP 2016 Aug 65
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## 2524 CARP 2016 Aug 70
## 2525 CARP 2016 Aug 70
## 2526 CARP 2016 Aug 75
## 2527 CARP 2016 Aug 75
## 2528 CARP 2016 Aug 75
## 2529 CARP 2016 Aug 78
## 2530 CARP 2016 Aug 80
## 2531 CARP 2016 Aug 80
## 2532 CARP 2016 Aug 80
## 2533 CARP 2016 Aug 80
## 2534 CARP 2016 Aug 85
## 2535 CARP 2016 Aug 65
## 2536 CARP 2016 Aug 72
## 2537 CARP 2016 Aug 75
## 2538 CARP 2016 Aug 56
## 2539 CARP 2016 Aug 95
## 2540 CARP 2016 Aug 68
## 2541 CARP 2016 Aug 80
## 2542 CARP 2016 Aug 87
## 2543 CARP 2016 Aug 87
## 2544 CARP 2016 Aug 60
## 2545 CARP 2016 Aug 76
## 2546 CARP 2016 Aug 45
## 2547 CARP 2016 Aug 48
## 2548 CARP 2016 Aug 48
## 2549 CARP 2016 Aug 50
## 2550 CARP 2016 Aug 79
## 2551 CARP 2016 Aug 79
## 2552 CARP 2016 Aug 45
## 2553 CARP 2016 Aug 50
## 2554 CARP 2016 Aug 68
## 2555 CARP 2016 Aug 75
## 2556 CARP 2016 Aug 80
## 2557 CARP 2016 Aug 89
## 2558 CARP 2016 Aug 55
## 2559 CARP 2016 Aug 58
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## 2561 CARP 2016 Aug 59
## 2562 CARP 2016 Aug 62
## 2563 CARP 2016 Aug 60
## 2564 CARP 2016 Aug 65
## 2565 CARP 2016 Aug 65
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## 2567 CARP 2016 Aug 70
## 2568 CARP 2016 Aug 75
## 2569 CARP 2016 Aug 80
## 2570 CARP 2016 Aug 80
## 2571 CARP 2016 Aug 165
## 2572 CARP 2016 Aug 55
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## 2576 CARP 2016 Aug 60
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## 2580 CARP 2016 Aug 60
## 2581 CARP 2016 Aug 63
## 2582 CARP 2016 Aug 65
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## 2584 CARP 2016 Aug 65
## 2585 CARP 2016 Aug 65
## 2586 CARP 2016 Aug 65
## 2587 CARP 2016 Aug 70
## 2588 CARP 2016 Aug 70
## 2589 CARP 2016 Aug 75
## 2590 CARP 2016 Aug 75
## 2591 CARP 2016 Aug 75
## 2592 CARP 2016 Aug 85
## 2593 CARP 2016 Aug 85
## 2594 CARP 2016 Aug 88
## 2595 CARP 2016 Aug 40
## 2596 CARP 2016 Aug 50
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## 2599 CARP 2016 Aug 60
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## 2605 CARP 2016 Aug 65
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## 2608 CARP 2016 Aug 65
## 2609 CARP 2016 Aug 65
## 2610 CARP 2016 Aug 70
## 2611 CARP 2016 Aug 70
## 2612 CARP 2016 Aug 80
## 2613 CARP 2016 Aug 83
## 2614 CARP 2016 Aug 85
## 2615 CARP 2016 Aug 88
## 2616 CARP 2016 Aug 55
## 2617 CARP 2016 Aug 58
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## 2619 CARP 2016 Aug 59
## 2620 CARP 2016 Aug 60
## 2621 CARP 2016 Aug 60
## 2622 CARP 2016 Aug 62
## 2623 CARP 2016 Aug 63
## 2624 CARP 2016 Aug 65
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## 2627 CARP 2016 Aug 68
## 2628 CARP 2016 Aug 70
## 2629 CARP 2016 Aug 75
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## 2631 CARP 2016 Aug 80
## 2632 CARP 2016 Aug 80
## 2633 CARP 2016 Aug 82
## 2634 CARP 2016 Aug 62
## 2635 CARP 2016 Aug 58
## 2636 CARP 2016 Aug 65
## 2637 CARP 2016 Aug 65
## 2638 CARP 2016 Aug 70
## 2639 CARP 2016 Aug 75
## 2640 CARP 2016 Aug 62
## 2641 CARP 2016 Aug 65
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## 2643 CARP 2016 Aug 70
## 2644 CARP 2016 Aug 78
## 2645 CARP 2016 Aug 80
## 2646 CARP 2016 Aug 61
## 2647 CARP 2016 Aug 84
## 2648 CARP 2016 Aug 42
## 2649 CARP 2016 Aug 57
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## 2652 CARP 2016 Aug 70
## 2653 CARP 2016 Aug 83
## 2654 CARP 2016 Aug 57
## 2655 CARP 2016 Aug 60
## 2656 CARP 2016 Aug 86
## 2657 CARP 2016 Aug 47
## 2658 CARP 2016 Aug 58
## 2659 CARP 2016 Aug 60
## 2660 CARP 2016 Aug 75
## 2661 CARP 2016 Aug 76
## 2662 CARP 2016 Aug 83
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## 2664 CARP 2016 Aug 65
## 2665 CARP 2016 Aug 68
## 2666 CARP 2016 Aug 72
## 2667 CARP 2016 Aug 78
## 2668 CARP 2016 Aug 85
## 2669 CARP 2016 Aug 75
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## 2671 CARP 2016 Aug 60
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## 2674 CARP 2016 Aug 75
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## 2677 MOHK 2016 Aug 55
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## 2681 MOHK 2016 Aug 60
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## 2683 MOHK 2016 Aug 65
## 2684 MOHK 2016 Aug 70
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## 2686 MOHK 2016 Aug 75
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## 2690 MOHK 2016 Aug 85
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## 2693 MOHK 2016 Aug 40
## 2694 MOHK 2016 Aug 40
## 2695 MOHK 2016 Aug 40
## 2696 MOHK 2016 Aug 40
## 2697 MOHK 2016 Aug 45
## 2698 MOHK 2016 Aug 45
## 2699 MOHK 2016 Aug 45
## 2700 MOHK 2016 Aug 45
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## 2702 MOHK 2016 Aug 48
## 2703 MOHK 2016 Aug 48
## 2704 MOHK 2016 Aug 52
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## 2706 MOHK 2016 Aug 55
## 2707 MOHK 2016 Aug 55
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## 2713 MOHK 2016 Aug 60
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## 2721 MOHK 2016 Aug 65
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## 2731 MOHK 2016 Aug 48
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## 2744 MOHK 2016 Aug 60
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## 2759 MOHK 2016 Aug 72
## 2760 MOHK 2016 Aug 74
## 2761 MOHK 2016 Aug 88
## 2762 MOHK 2016 Aug 45
## 2763 MOHK 2016 Aug 45
## 2764 MOHK 2016 Aug 50
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## 2774 MOHK 2016 Aug 55
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## 2799 MOHK 2016 Aug 65
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## 2811 MOHK 2016 Aug 70
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## 2834 MOHK 2016 Aug 85
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## 2836 MOHK 2016 Aug 85
## 2837 MOHK 2016 Aug 90
## 2838 MOHK 2016 Aug 50
## 2839 MOHK 2016 Aug 55
## 2840 MOHK 2016 Aug 65
## 2841 MOHK 2016 Aug 70
## 2842 MOHK 2016 Aug 60
## 2843 MOHK 2016 Aug 65
## 2844 MOHK 2016 Aug 70
## 2845 MOHK 2016 Aug 75
## 2846 MOHK 2016 Aug 70
## 2847 MOHK 2016 Aug 70
## 2848 MOHK 2016 Aug 75
## 2849 MOHK 2016 Aug 52
## 2850 MOHK 2016 Aug 60
## 2851 MOHK 2016 Aug 65
## 2852 MOHK 2016 Aug 70
## 2853 MOHK 2016 Aug 72
## 2854 MOHK 2016 Aug 76
## 2855 MOHK 2016 Aug 85
## 2856 MOHK 2016 Aug 85
## 2857 MOHK 2016 Aug 65
## 2858 MOHK 2016 Aug 72
## 2859 MOHK 2016 Aug 80
## 2860 MOHK 2016 Aug 82
## 2861 MOHK 2016 Aug 83
## 2862 MOHK 2016 Aug 18
## 2863 MOHK 2016 Aug 43
## 2864 MOHK 2016 Aug 52
## 2865 MOHK 2016 Aug 55
## 2866 MOHK 2016 Aug 60
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## 2870 MOHK 2016 Aug 62
## 2871 MOHK 2016 Aug 66
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## 2873 MOHK 2016 Aug 70
## 2874 MOHK 2016 Aug 50
## 2875 MOHK 2016 Aug 50
## 2876 MOHK 2016 Aug 55
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## 2878 MOHK 2016 Aug 60
## 2879 MOHK 2016 Aug 65
## 2880 MOHK 2016 Aug 65
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## 2882 MOHK 2016 Aug 68
## 2883 MOHK 2016 Aug 70
## 2884 MOHK 2016 Aug 75
## 2885 MOHK 2016 Aug 75
## 2886 MOHK 2016 Aug 80
## 2887 AQUE 2017 Aug 45
## 2888 AQUE 2017 Aug 75
## 2889 AQUE 2017 Aug 50
## 2890 AQUE 2017 Aug 60
## 2891 AQUE 2017 Aug 75
## 2892 AQUE 2017 Aug 80
## 2893 AQUE 2017 Aug 65
## 2894 AQUE 2017 Aug 88
## 2895 AQUE 2017 Aug 58
## 2896 AQUE 2017 Aug 60
## 2897 AQUE 2017 Aug 65
## 2898 AQUE 2017 Aug 70
## 2899 AQUE 2017 Aug 75
## 2900 AQUE 2017 Aug 75
## 2901 AQUE 2017 Aug 80
## 2902 AQUE 2017 Aug 80
## 2903 AQUE 2017 Aug 80
## 2904 AQUE 2017 Aug 84
## 2905 AQUE 2017 Aug 95
## 2906 AQUE 2017 Aug 60
## 2907 AQUE 2017 Aug 65
## 2908 AQUE 2017 Aug 68
## 2909 AQUE 2017 Aug 75
## 2910 AQUE 2017 Aug 75
## 2911 AQUE 2017 Aug 80
## 2912 AQUE 2017 Aug 80
## 2913 AQUE 2017 Aug 80
## 2914 AQUE 2017 Aug 80
## 2915 AQUE 2017 Aug 85
## 2916 AQUE 2017 Aug 85
## 2917 AQUE 2017 Aug 85
## 2918 AQUE 2017 Aug 85
## 2919 AQUE 2017 Aug 85
## 2920 AQUE 2017 Aug 88
## 2921 AQUE 2017 Aug 92
## 2922 AQUE 2017 Aug 60
## 2923 AQUE 2017 Aug 60
## 2924 AQUE 2017 Aug 60
## 2925 AQUE 2017 Aug 65
## 2926 AQUE 2017 Aug 65
## 2927 AQUE 2017 Aug 65
## 2928 AQUE 2017 Aug 65
## 2929 AQUE 2017 Aug 65
## 2930 AQUE 2017 Aug 65
## 2931 AQUE 2017 Aug 70
## 2932 AQUE 2017 Aug 70
## 2933 AQUE 2017 Aug 70
## 2934 AQUE 2017 Aug 70
## 2935 AQUE 2017 Aug 70
## 2936 AQUE 2017 Aug 75
## 2937 AQUE 2017 Aug 75
## 2938 AQUE 2017 Aug 80
## 2939 AQUE 2017 Aug 80
## 2940 AQUE 2017 Aug 80
## 2941 AQUE 2017 Aug 82
## 2942 AQUE 2017 Aug 85
## 2943 AQUE 2017 Aug 88
## 2944 AQUE 2017 Aug 90
## 2945 AQUE 2017 Aug 95
## 2946 AQUE 2017 Aug 105
## 2947 AQUE 2017 Aug 50
## 2948 AQUE 2017 Aug 55
## 2949 AQUE 2017 Aug 65
## 2950 AQUE 2017 Aug 65
## 2951 AQUE 2017 Aug 67
## 2952 AQUE 2017 Aug 81
## 2953 AQUE 2017 Aug 85
## 2954 IVEE 2017 Aug 80
## 2955 IVEE 2017 Aug 80
## 2956 IVEE 2017 Aug 65
## 2957 IVEE 2017 Aug 50
## 2958 IVEE 2017 Aug 57
## 2959 IVEE 2017 Aug 58
## 2960 IVEE 2017 Aug 58
## 2961 IVEE 2017 Aug 60
## 2962 IVEE 2017 Aug 62
## 2963 IVEE 2017 Aug 65
## 2964 IVEE 2017 Aug 72
## 2965 IVEE 2017 Aug 75
## 2966 IVEE 2017 Aug 80
## 2967 IVEE 2017 Aug 80
## 2968 IVEE 2017 Aug 85
## 2969 IVEE 2017 Aug 75
## 2970 IVEE 2017 Aug 82
## 2971 IVEE 2017 Aug 63
## 2972 IVEE 2017 Aug 70
## 2973 IVEE 2017 Aug 76
## 2974 IVEE 2017 Aug 82
## 2975 IVEE 2017 Aug 85
## 2976 IVEE 2017 Aug 85
## 2977 IVEE 2017 Aug 87
## 2978 IVEE 2017 Aug 90
## 2979 IVEE 2017 Aug 60
## 2980 IVEE 2017 Aug 61
## 2981 IVEE 2017 Aug 62
## 2982 IVEE 2017 Aug 65
## 2983 IVEE 2017 Aug 65
## 2984 IVEE 2017 Aug 70
## 2985 IVEE 2017 Aug 70
## 2986 IVEE 2017 Aug 72
## 2987 IVEE 2017 Aug 74
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## 2989 IVEE 2017 Aug 76
## 2990 IVEE 2017 Aug 76
## 2991 IVEE 2017 Aug 80
## 2992 IVEE 2017 Aug 80
## 2993 IVEE 2017 Aug 84
## 2994 IVEE 2017 Aug 87
## 2995 IVEE 2017 Aug 88
## 2996 IVEE 2017 Aug 35
## 2997 IVEE 2017 Aug 62
## 2998 IVEE 2017 Aug 65
## 2999 IVEE 2017 Aug 68
## 3000 IVEE 2017 Aug 70
## 3001 IVEE 2017 Aug 72
## 3002 IVEE 2017 Aug 72
## 3003 IVEE 2017 Aug 85
## 3004 IVEE 2017 Aug 61
## 3005 IVEE 2017 Aug 63
## 3006 IVEE 2017 Aug 65
## 3007 IVEE 2017 Aug 65
## 3008 IVEE 2017 Aug 65
## 3009 IVEE 2017 Aug 65
## 3010 IVEE 2017 Aug 67
## 3011 IVEE 2017 Aug 67
## 3012 IVEE 2017 Aug 68
## 3013 IVEE 2017 Aug 70
## 3014 IVEE 2017 Aug 70
## 3015 IVEE 2017 Aug 70
## 3016 IVEE 2017 Aug 71
## 3017 IVEE 2017 Aug 71
## 3018 IVEE 2017 Aug 72
## 3019 IVEE 2017 Aug 72
## 3020 IVEE 2017 Aug 75
## 3021 IVEE 2017 Aug 76
## 3022 IVEE 2017 Aug 77
## 3023 IVEE 2017 Aug 78
## 3024 IVEE 2017 Aug 80
## 3025 IVEE 2017 Aug 80
## 3026 IVEE 2017 Aug 80
## 3027 IVEE 2017 Aug 81
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## 3030 IVEE 2017 Aug 83
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## 3033 IVEE 2017 Aug 85
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## 3038 IVEE 2017 Aug 90
## 3039 IVEE 2017 Aug 91
## 3040 IVEE 2017 Aug 105
## 3041 IVEE 2017 Aug 63
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## 3043 IVEE 2017 Aug 64
## 3044 IVEE 2017 Aug 65
## 3045 IVEE 2017 Aug 65
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## 3051 IVEE 2017 Aug 76
## 3052 IVEE 2017 Aug 78
## 3053 IVEE 2017 Aug 80
## 3054 IVEE 2017 Aug 81
## 3055 IVEE 2017 Aug 85
## 3056 IVEE 2017 Aug 87
## 3057 IVEE 2017 Aug 88
## 3058 IVEE 2017 Aug 90
## 3059 IVEE 2017 Aug 35
## 3060 IVEE 2017 Aug 45
## 3061 IVEE 2017 Aug 45
## 3062 IVEE 2017 Aug 45
## 3063 IVEE 2017 Aug 50
## 3064 IVEE 2017 Aug 55
## 3065 IVEE 2017 Aug 60
## 3066 IVEE 2017 Aug 68
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## 3080 IVEE 2017 Aug 40
## 3081 IVEE 2017 Aug 45
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## 3083 IVEE 2017 Aug 50
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## 3086 IVEE 2017 Aug 55
## 3087 IVEE 2017 Aug 60
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## 3098 IVEE 2017 Aug 70
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## 3108 IVEE 2017 Aug 80
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## 3118 IVEE 2017 Aug 90
## 3119 IVEE 2017 Aug 58
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## 3207 IVEE 2017 Aug 32
## 3208 IVEE 2017 Aug 55
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## 4017 CARP 2017 Aug 75
## 4018 CARP 2017 Aug 79
## 4019 CARP 2017 Aug 83
## 4020 CARP 2017 Aug 89
## 4021 CARP 2017 Aug 95
## 4022 CARP 2017 Aug 60
## 4023 CARP 2017 Aug 65
## 4024 CARP 2017 Aug 70
## 4025 CARP 2017 Aug 90
## 4026 CARP 2017 Aug 65
## 4027 CARP 2017 Aug 75
## 4028 CARP 2017 Aug 82
## 4029 CARP 2017 Aug 85
## 4030 CARP 2017 Aug 45
## 4031 CARP 2017 Aug 50
## 4032 CARP 2017 Aug 60
## 4033 CARP 2017 Aug 60
## 4034 CARP 2017 Aug 60
## 4035 CARP 2017 Aug 60
## 4036 CARP 2017 Aug 60
## 4037 CARP 2017 Aug 65
## 4038 CARP 2017 Aug 65
## 4039 CARP 2017 Aug 65
## 4040 CARP 2017 Aug 65
## 4041 CARP 2017 Aug 65
## 4042 CARP 2017 Aug 65
## 4043 CARP 2017 Aug 65
## 4044 CARP 2017 Aug 65
## 4045 CARP 2017 Aug 65
## 4046 CARP 2017 Aug 65
## 4047 CARP 2017 Aug 68
## 4048 CARP 2017 Aug 70
## 4049 CARP 2017 Aug 70
## 4050 CARP 2017 Aug 70
## 4051 CARP 2017 Aug 70
## 4052 CARP 2017 Aug 70
## 4053 CARP 2017 Aug 70
## 4054 CARP 2017 Aug 70
## 4055 CARP 2017 Aug 70
## 4056 CARP 2017 Aug 70
## 4057 CARP 2017 Aug 70
## 4058 CARP 2017 Aug 70
## 4059 CARP 2017 Aug 70
## 4060 CARP 2017 Aug 70
## 4061 CARP 2017 Aug 70
## 4062 CARP 2017 Aug 70
## 4063 CARP 2017 Aug 70
## 4064 CARP 2017 Aug 75
## 4065 CARP 2017 Aug 75
## 4066 CARP 2017 Aug 75
## 4067 CARP 2017 Aug 75
## 4068 CARP 2017 Aug 75
## 4069 CARP 2017 Aug 75
## 4070 CARP 2017 Aug 75
## 4071 CARP 2017 Aug 75
## 4072 CARP 2017 Aug 75
## 4073 CARP 2017 Aug 75
## 4074 CARP 2017 Aug 78
## 4075 CARP 2017 Aug 78
## 4076 CARP 2017 Aug 80
## 4077 CARP 2017 Aug 80
## 4078 CARP 2017 Aug 80
## 4079 CARP 2017 Aug 80
## 4080 CARP 2017 Aug 80
## 4081 CARP 2017 Aug 80
## 4082 CARP 2017 Aug 80
## 4083 CARP 2017 Aug 80
## 4084 CARP 2017 Aug 83
## 4085 CARP 2017 Aug 85
## 4086 CARP 2017 Aug 85
## 4087 CARP 2017 Aug 85
## 4088 CARP 2017 Aug 85
## 4089 CARP 2017 Aug 85
## 4090 CARP 2017 Aug 88
## 4091 CARP 2017 Aug 90
## 4092 CARP 2017 Aug 90
## 4093 CARP 2017 Aug 90
## 4094 CARP 2017 Aug 95
## 4095 CARP 2017 Aug 60
## 4096 CARP 2017 Aug 62
## 4097 CARP 2017 Aug 65
## 4098 CARP 2017 Aug 65
## 4099 CARP 2017 Aug 65
## 4100 CARP 2017 Aug 65
## 4101 CARP 2017 Aug 70
## 4102 CARP 2017 Aug 70
## 4103 CARP 2017 Aug 70
## 4104 CARP 2017 Aug 70
## 4105 CARP 2017 Aug 70
## 4106 CARP 2017 Aug 75
## 4107 CARP 2017 Aug 75
## 4108 CARP 2017 Aug 75
## 4109 CARP 2017 Aug 80
## 4110 CARP 2017 Aug 80
## 4111 CARP 2017 Aug 80
## 4112 CARP 2017 Aug 80
## 4113 CARP 2017 Aug 83
## 4114 CARP 2017 Aug 85
## 4115 CARP 2017 Aug 85
## 4116 CARP 2017 Aug 85
## 4117 CARP 2017 Aug 90
## 4118 CARP 2017 Aug 90
## 4119 CARP 2017 Aug 90
## 4120 CARP 2017 Aug 55
## 4121 CARP 2017 Aug 55
## 4122 CARP 2017 Aug 55
## 4123 CARP 2017 Aug 56
## 4124 CARP 2017 Aug 60
## 4125 CARP 2017 Aug 65
## 4126 CARP 2017 Aug 67
## 4127 CARP 2017 Aug 67
## 4128 CARP 2017 Aug 67
## 4129 CARP 2017 Aug 67
## 4130 CARP 2017 Aug 68
## 4131 CARP 2017 Aug 68
## 4132 CARP 2017 Aug 68
## 4133 CARP 2017 Aug 68
## 4134 CARP 2017 Aug 68
## 4135 CARP 2017 Aug 70
## 4136 CARP 2017 Aug 72
## 4137 CARP 2017 Aug 72
## 4138 CARP 2017 Aug 73
## 4139 CARP 2017 Aug 74
## 4140 CARP 2017 Aug 74
## 4141 CARP 2017 Aug 75
## 4142 CARP 2017 Aug 79
## 4143 CARP 2017 Aug 80
## 4144 CARP 2017 Aug 83
## 4145 CARP 2017 Aug 83
## 4146 CARP 2017 Aug 84
## 4147 CARP 2017 Aug 84
## 4148 CARP 2017 Aug 85
## 4149 CARP 2017 Aug 87
## 4150 CARP 2017 Aug 87
## 4151 CARP 2017 Aug 87
## 4152 CARP 2017 Aug 88
## 4153 CARP 2017 Aug 88
## 4154 CARP 2017 Aug 89
## 4155 CARP 2017 Aug 92
## 4156 CARP 2017 Aug 95
## 4157 CARP 2017 Aug 96
## 4158 CARP 2017 Aug 98
## 4159 CARP 2017 Aug 45
## 4160 CARP 2017 Aug 48
## 4161 CARP 2017 Aug 48
## 4162 CARP 2017 Aug 48
## 4163 CARP 2017 Aug 50
## 4164 CARP 2017 Aug 50
## 4165 CARP 2017 Aug 50
## 4166 CARP 2017 Aug 52
## 4167 CARP 2017 Aug 52
## 4168 CARP 2017 Aug 54
## 4169 CARP 2017 Aug 54
## 4170 CARP 2017 Aug 54
## 4171 CARP 2017 Aug 55
## 4172 CARP 2017 Aug 55
## 4173 CARP 2017 Aug 56
## 4174 CARP 2017 Aug 56
## 4175 CARP 2017 Aug 58
## 4176 CARP 2017 Aug 60
## 4177 CARP 2017 Aug 60
## 4178 CARP 2017 Aug 60
## 4179 CARP 2017 Aug 60
## 4180 CARP 2017 Aug 60
## 4181 CARP 2017 Aug 60
## 4182 CARP 2017 Aug 60
## 4183 CARP 2017 Aug 60
## 4184 CARP 2017 Aug 60
## 4185 CARP 2017 Aug 62
## 4186 CARP 2017 Aug 65
## 4187 CARP 2017 Aug 65
## 4188 CARP 2017 Aug 65
## 4189 CARP 2017 Aug 67
## 4190 CARP 2017 Aug 67
## 4191 CARP 2017 Aug 67
## 4192 CARP 2017 Aug 67
## 4193 CARP 2017 Aug 67
## 4194 CARP 2017 Aug 67
## 4195 CARP 2017 Aug 67
## 4196 CARP 2017 Aug 67
## 4197 CARP 2017 Aug 67
## 4198 CARP 2017 Aug 67
## 4199 CARP 2017 Aug 67
## 4200 CARP 2017 Aug 67
## 4201 CARP 2017 Aug 68
## 4202 CARP 2017 Aug 68
## 4203 CARP 2017 Aug 68
## 4204 CARP 2017 Aug 68
## 4205 CARP 2017 Aug 68
## 4206 CARP 2017 Aug 70
## 4207 CARP 2017 Aug 70
## 4208 CARP 2017 Aug 70
## 4209 CARP 2017 Aug 75
## 4210 CARP 2017 Aug 75
## 4211 CARP 2017 Aug 75
## 4212 CARP 2017 Aug 75
## 4213 CARP 2017 Aug 75
## 4214 CARP 2017 Aug 75
## 4215 CARP 2017 Aug 75
## 4216 CARP 2017 Aug 75
## 4217 CARP 2017 Aug 75
## 4218 CARP 2017 Aug 75
## 4219 CARP 2017 Aug 75
## 4220 CARP 2017 Aug 75
## 4221 CARP 2017 Aug 75
## 4222 CARP 2017 Aug 75
## 4223 CARP 2017 Aug 75
## 4224 CARP 2017 Aug 75
## 4225 CARP 2017 Aug 75
## 4226 CARP 2017 Aug 75
## 4227 CARP 2017 Aug 75
## 4228 CARP 2017 Aug 75
## 4229 CARP 2017 Aug 75
## 4230 CARP 2017 Aug 75
## 4231 CARP 2017 Aug 75
## 4232 CARP 2017 Aug 75
## 4233 CARP 2017 Aug 76
## 4234 CARP 2017 Aug 76
## 4235 CARP 2017 Aug 78
## 4236 CARP 2017 Aug 78
## 4237 CARP 2017 Aug 79
## 4238 CARP 2017 Aug 79
## 4239 CARP 2017 Aug 79
## 4240 CARP 2017 Aug 80
## 4241 CARP 2017 Aug 80
## 4242 CARP 2017 Aug 80
## 4243 CARP 2017 Aug 80
## 4244 CARP 2017 Aug 83
## 4245 CARP 2017 Aug 83
## 4246 CARP 2017 Aug 83
## 4247 CARP 2017 Aug 83
## 4248 CARP 2017 Aug 83
## 4249 CARP 2017 Aug 84
## 4250 CARP 2017 Aug 85
## 4251 CARP 2017 Aug 85
## 4252 CARP 2017 Aug 85
## 4253 CARP 2017 Aug 85
## 4254 CARP 2017 Aug 85
## 4255 CARP 2017 Aug 85
## 4256 CARP 2017 Aug 85
## 4257 CARP 2017 Aug 85
## 4258 CARP 2017 Aug 85
## 4259 CARP 2017 Aug 85
## 4260 CARP 2017 Aug 86
## 4261 CARP 2017 Aug 86
## 4262 CARP 2017 Aug 86
## 4263 CARP 2017 Aug 86
## 4264 CARP 2017 Aug 87
## 4265 CARP 2017 Aug 87
## 4266 CARP 2017 Aug 89
## 4267 CARP 2017 Aug 89
## 4268 CARP 2017 Aug 89
## 4269 CARP 2017 Aug 90
## 4270 CARP 2017 Aug 90
## 4271 CARP 2017 Aug 90
## 4272 CARP 2017 Aug 90
## 4273 CARP 2017 Aug 90
## 4274 CARP 2017 Aug 90
## 4275 CARP 2017 Aug 90
## 4276 CARP 2017 Aug 90
## 4277 CARP 2017 Aug 90
## 4278 CARP 2017 Aug 92
## 4279 CARP 2017 Aug 93
## 4280 CARP 2017 Aug 95
## 4281 CARP 2017 Aug 95
## 4282 CARP 2017 Aug 95
## 4283 CARP 2017 Aug 95
## 4284 CARP 2017 Aug 98
## 4285 CARP 2017 Aug 100
## 4286 CARP 2017 Aug 105
## 4287 CARP 2017 Aug 105
## 4288 CARP 2017 Aug 70
## 4289 CARP 2017 Aug 70
## 4290 CARP 2017 Aug 81
## 4291 CARP 2017 Aug 85
## 4292 CARP 2017 Aug 90
## 4293 CARP 2017 Aug 60
## 4294 CARP 2017 Aug 60
## 4295 CARP 2017 Aug 65
## 4296 CARP 2017 Aug 90
## 4297 CARP 2017 Aug 60
## 4298 CARP 2017 Aug 65
## 4299 CARP 2017 Aug 70
## 4300 CARP 2017 Aug 90
## 4301 CARP 2017 Aug 95
## 4302 CARP 2017 Aug 65
## 4303 CARP 2017 Aug 70
## 4304 CARP 2017 Aug 80
## 4305 CARP 2017 Aug 65
## 4306 CARP 2017 Aug 60
## 4307 CARP 2017 Aug 65
## 4308 CARP 2017 Aug 70
## 4309 CARP 2017 Aug 70
## 4310 CARP 2017 Aug 75
## 4311 CARP 2017 Aug 78
## 4312 CARP 2017 Aug 78
## 4313 CARP 2017 Aug 80
## 4314 CARP 2017 Aug 85
## 4315 CARP 2017 Aug 86
## 4316 CARP 2017 Aug 90
## 4317 CARP 2017 Aug 90
## 4318 CARP 2017 Aug 90
## 4319 CARP 2017 Aug 65
## 4320 CARP 2017 Aug 68
## 4321 CARP 2017 Aug 70
## 4322 CARP 2017 Aug 70
## 4323 CARP 2017 Aug 75
## 4324 CARP 2017 Aug 78
## 4325 CARP 2017 Aug 78
## 4326 CARP 2017 Aug 80
## 4327 CARP 2017 Aug 85
## 4328 CARP 2017 Aug 56
## 4329 CARP 2017 Aug 75
## 4330 CARP 2017 Aug 82
## 4331 CARP 2017 Aug 85
## 4332 CARP 2017 Aug 85
## 4333 CARP 2017 Aug 89
## 4334 CARP 2017 Aug 98
## 4335 CARP 2017 Aug 67
## 4336 CARP 2017 Aug 68
## 4337 CARP 2017 Aug 79
## 4338 CARP 2017 Aug 80
## 4339 CARP 2017 Aug 82
## 4340 CARP 2017 Aug 84
## 4341 CARP 2017 Aug 84
## 4342 CARP 2017 Aug 85
## 4343 CARP 2017 Aug 86
## 4344 CARP 2017 Aug 86
## 4345 CARP 2017 Aug 87
## 4346 CARP 2017 Aug 88
## 4347 CARP 2017 Aug 90
## 4348 CARP 2017 Aug 93
## 4349 CARP 2017 Aug 100
## 4350 CARP 2017 Aug 56
## 4351 CARP 2017 Aug 58
## 4352 CARP 2017 Aug 62
## 4353 CARP 2017 Aug 62
## 4354 CARP 2017 Aug 62
## 4355 CARP 2017 Aug 65
## 4356 CARP 2017 Aug 65
## 4357 CARP 2017 Aug 84
## 4358 CARP 2017 Aug 84
## 4359 CARP 2017 Aug 53
## 4360 CARP 2017 Aug 57
## 4361 CARP 2017 Aug 65
## 4362 CARP 2017 Aug 76
## 4363 CARP 2017 Aug 80
## 4364 CARP 2017 Aug 82
## 4365 CARP 2017 Aug 84
## 4366 CARP 2017 Aug 90
## 4367 CARP 2017 Aug 93
## 4368 CARP 2017 Aug 70
## 4369 CARP 2017 Aug 80
## 4370 CARP 2017 Aug 55
## 4371 CARP 2017 Aug 58
## 4372 CARP 2017 Aug 65
## 4373 CARP 2017 Aug 68
## 4374 CARP 2017 Aug 70
## 4375 CARP 2017 Aug 84
## 4376 CARP 2017 Aug 84
## 4377 MOHK 2017 Aug 45
## 4378 MOHK 2017 Aug 50
## 4379 MOHK 2017 Aug 55
## 4380 MOHK 2017 Aug 55
## 4381 MOHK 2017 Aug 55
## 4382 MOHK 2017 Aug 55
## 4383 MOHK 2017 Aug 58
## 4384 MOHK 2017 Aug 60
## 4385 MOHK 2017 Aug 60
## 4386 MOHK 2017 Aug 65
## 4387 MOHK 2017 Aug 65
## 4388 MOHK 2017 Aug 65
## 4389 MOHK 2017 Aug 67
## 4390 MOHK 2017 Aug 68
## 4391 MOHK 2017 Aug 68
## 4392 MOHK 2017 Aug 70
## 4393 MOHK 2017 Aug 70
## 4394 MOHK 2017 Aug 72
## 4395 MOHK 2017 Aug 72
## 4396 MOHK 2017 Aug 75
## 4397 MOHK 2017 Aug 75
## 4398 MOHK 2017 Aug 75
## 4399 MOHK 2017 Aug 75
## 4400 MOHK 2017 Aug 75
## 4401 MOHK 2017 Aug 80
## 4402 MOHK 2017 Aug 80
## 4403 MOHK 2017 Aug 82
## 4404 MOHK 2017 Aug 82
## 4405 MOHK 2017 Aug 85
## 4406 MOHK 2017 Aug 88
## 4407 MOHK 2017 Aug 60
## 4408 MOHK 2017 Aug 65
## 4409 MOHK 2017 Aug 68
## 4410 MOHK 2017 Aug 70
## 4411 MOHK 2017 Aug 70
## 4412 MOHK 2017 Aug 70
## 4413 MOHK 2017 Aug 70
## 4414 MOHK 2017 Aug 70
## 4415 MOHK 2017 Aug 75
## 4416 MOHK 2017 Aug 75
## 4417 MOHK 2017 Aug 75
## 4418 MOHK 2017 Aug 75
## 4419 MOHK 2017 Aug 78
## 4420 MOHK 2017 Aug 78
## 4421 MOHK 2017 Aug 80
## 4422 MOHK 2017 Aug 80
## 4423 MOHK 2017 Aug 60
## 4424 MOHK 2017 Aug 60
## 4425 MOHK 2017 Aug 60
## 4426 MOHK 2017 Aug 60
## 4427 MOHK 2017 Aug 60
## 4428 MOHK 2017 Aug 60
## 4429 MOHK 2017 Aug 62
## 4430 MOHK 2017 Aug 65
## 4431 MOHK 2017 Aug 65
## 4432 MOHK 2017 Aug 65
## 4433 MOHK 2017 Aug 65
## 4434 MOHK 2017 Aug 65
## 4435 MOHK 2017 Aug 65
## 4436 MOHK 2017 Aug 65
## 4437 MOHK 2017 Aug 65
## 4438 MOHK 2017 Aug 66
## 4439 MOHK 2017 Aug 68
## 4440 MOHK 2017 Aug 70
## 4441 MOHK 2017 Aug 70
## 4442 MOHK 2017 Aug 70
## 4443 MOHK 2017 Aug 70
## 4444 MOHK 2017 Aug 72
## 4445 MOHK 2017 Aug 72
## 4446 MOHK 2017 Aug 74
## 4447 MOHK 2017 Aug 75
## 4448 MOHK 2017 Aug 75
## 4449 MOHK 2017 Aug 78
## 4450 MOHK 2017 Aug 78
## 4451 MOHK 2017 Aug 80
## 4452 MOHK 2017 Aug 80
## 4453 MOHK 2017 Aug 80
## 4454 MOHK 2017 Aug 80
## 4455 MOHK 2017 Aug 82
## 4456 MOHK 2017 Aug 85
## 4457 MOHK 2017 Aug 65
## 4458 MOHK 2017 Aug 65
## 4459 MOHK 2017 Aug 65
## 4460 MOHK 2017 Aug 65
## 4461 MOHK 2017 Aug 65
## 4462 MOHK 2017 Aug 65
## 4463 MOHK 2017 Aug 65
## 4464 MOHK 2017 Aug 68
## 4465 MOHK 2017 Aug 70
## 4466 MOHK 2017 Aug 70
## 4467 MOHK 2017 Aug 70
## 4468 MOHK 2017 Aug 70
## 4469 MOHK 2017 Aug 70
## 4470 MOHK 2017 Aug 72
## 4471 MOHK 2017 Aug 72
## 4472 MOHK 2017 Aug 72
## 4473 MOHK 2017 Aug 75
## 4474 MOHK 2017 Aug 75
## 4475 MOHK 2017 Aug 75
## 4476 MOHK 2017 Aug 75
## 4477 MOHK 2017 Aug 75
## 4478 MOHK 2017 Aug 75
## 4479 MOHK 2017 Aug 75
## 4480 MOHK 2017 Aug 75
## 4481 MOHK 2017 Aug 75
## 4482 MOHK 2017 Aug 75
## 4483 MOHK 2017 Aug 75
## 4484 MOHK 2017 Aug 75
## 4485 MOHK 2017 Aug 75
## 4486 MOHK 2017 Aug 78
## 4487 MOHK 2017 Aug 80
## 4488 MOHK 2017 Aug 80
## 4489 MOHK 2017 Aug 80
## 4490 MOHK 2017 Aug 80
## 4491 MOHK 2017 Aug 80
## 4492 MOHK 2017 Aug 82
## 4493 MOHK 2017 Aug 85
## 4494 MOHK 2017 Aug 85
## 4495 MOHK 2017 Aug 85
## 4496 MOHK 2017 Aug 85
## 4497 MOHK 2017 Aug 90
## 4498 MOHK 2017 Aug 65
## 4499 MOHK 2017 Aug 68
## 4500 MOHK 2017 Aug 68
## 4501 MOHK 2017 Aug 70
## 4502 MOHK 2017 Aug 70
## 4503 MOHK 2017 Aug 72
## 4504 MOHK 2017 Aug 78
## 4505 MOHK 2017 Aug 78
## 4506 MOHK 2017 Aug 80
## 4507 MOHK 2017 Aug 80
## 4508 MOHK 2017 Aug 83
## 4509 MOHK 2017 Aug 85
## 4510 MOHK 2017 Aug 85
## 4511 MOHK 2017 Aug 89
## 4512 MOHK 2017 Aug 89
## 4513 MOHK 2017 Aug 90
## 4514 MOHK 2017 Aug 92
## 4515 MOHK 2017 Aug 95
## 4516 MOHK 2017 Aug 65
## 4517 MOHK 2017 Aug 68
## 4518 MOHK 2017 Aug 68
## 4519 MOHK 2017 Aug 70
## 4520 MOHK 2017 Aug 70
## 4521 MOHK 2017 Aug 70
## 4522 MOHK 2017 Aug 70
## 4523 MOHK 2017 Aug 75
## 4524 MOHK 2017 Aug 80
## 4525 MOHK 2017 Aug 85
## 4526 MOHK 2017 Aug 90
## 4527 MOHK 2017 Aug 50
## 4528 MOHK 2017 Aug 56
## 4529 MOHK 2017 Aug 58
## 4530 MOHK 2017 Aug 58
## 4531 MOHK 2017 Aug 60
## 4532 MOHK 2017 Aug 62
## 4533 MOHK 2017 Aug 65
## 4534 MOHK 2017 Aug 65
## 4535 MOHK 2017 Aug 60
## 4536 MOHK 2017 Aug 60
## 4537 MOHK 2017 Aug 60
## 4538 MOHK 2017 Aug 65
## 4539 MOHK 2017 Aug 68
## 4540 MOHK 2017 Aug 70
## 4541 MOHK 2017 Aug 80
## 4542 MOHK 2017 Aug 83
## 4543 MOHK 2017 Aug 85
## 4544 MOHK 2017 Aug 86
## 4545 MOHK 2017 Aug 88
## 4546 MOHK 2017 Aug 68
## 4547 MOHK 2017 Aug 65
## 4548 MOHK 2017 Aug 74
## 4549 MOHK 2017 Aug 78
## 4550 MOHK 2017 Aug 80
## 4551 MOHK 2017 Aug 86
## 4552 MOHK 2017 Aug 89
## 4553 MOHK 2017 Aug 60
## 4554 MOHK 2017 Aug 62
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 4 28.465 < 2.2e-16 ***
## 4549
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## # A tibble: 5 x 2
## SITE variance
## <fct> <dbl>
## 1 AQUE 139.
## 2 CARP 169.
## 3 IVEE 237.
## 4 MOHK 218.
## 5 NAPL 134.
## [1] "integer"
## [1] IVEE NAPL AQUE CARP MOHK
## Levels: AQUE CARP IVEE MOHK NAPL
## Df Sum Sq Mean Sq F value Pr(>F)
## SITE 4 52449 13112 69.03 <2e-16 ***
## Residuals 4549 864030 190
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = SIZE ~ SITE, data = lobster_2)
##
## $SITE
## diff lwr upr p adj
## CARP-AQUE 0.02404945 -2.201457 2.2495562 0.9999998
## IVEE-AQUE -0.91171480 -3.121936 1.2985064 0.7930109
## MOHK-AQUE -6.60624467 -8.967788 -4.2447009 0.0000000
## NAPL-AQUE 4.89639254 2.495832 7.2969529 0.0000003
## IVEE-CARP -0.93576424 -2.402357 0.5308287 0.4086953
## MOHK-CARP -6.63029412 -8.316327 -4.9442614 0.0000000
## NAPL-CARP 4.87234310 3.132082 6.6126037 0.0000000
## MOHK-IVEE -5.69452987 -7.360334 -4.0287257 0.0000000
## NAPL-IVEE 5.80810734 4.087438 7.5287771 0.0000000
## NAPL-MOHK 11.50263721 9.591482 13.4137928 0.0000000
## # A tibble: 5 x 3
## SITE sd mean
## <fct> <dbl> <dbl>
## 1 AQUE 11.8 72.4
## 2 CARP 13.0 72.4
## 3 IVEE 15.4 71.4
## 4 MOHK 14.8 65.8
## 5 NAPL 11.6 77.3
- Changes in lobster size at MPA and non MPA sites (comparing only 2012 and 2017 sizes)
## SITE YEAR MONTH SIZE
## 1 IVEE 2012 Aug 70
## 2 IVEE 2012 Aug 60
## 3 IVEE 2012 Aug 65
## 4 IVEE 2012 Aug 70
## 5 IVEE 2012 Aug 85
## 6 IVEE 2012 Aug 60
## 7 IVEE 2012 Aug 65
## 8 IVEE 2012 Aug 67
## 9 IVEE 2012 Aug 70
## 10 IVEE 2012 Aug 85
## 11 IVEE 2012 Aug 52
## 12 IVEE 2012 Aug 60
## 13 IVEE 2012 Aug 64
## 14 IVEE 2012 Aug 70
## 15 IVEE 2012 Aug 58
## 16 IVEE 2012 Aug 60
## 17 IVEE 2012 Aug 60
## 18 IVEE 2012 Aug 62
## 19 IVEE 2012 Aug 86
## 20 IVEE 2012 Aug 105
## 21 IVEE 2012 Aug 57
## 22 IVEE 2012 Aug 60
## 23 IVEE 2012 Aug 53
## 24 IVEE 2012 Aug 56
## 25 IVEE 2012 Aug 58
## 26 IVEE 2012 Aug 60
## 27 NAPL 2012 Aug 83
## 28 NAPL 2012 Aug 75
## 29 NAPL 2012 Aug 60
## 30 NAPL 2012 Aug 65
## 31 NAPL 2012 Aug 65
## 32 NAPL 2012 Aug 90
## 33 AQUE 2012 Aug 55
## 34 AQUE 2012 Aug 58
## 35 AQUE 2012 Aug 63
## 36 AQUE 2012 Aug 70
## 37 AQUE 2012 Aug 75
## 38 AQUE 2012 Aug 72
## 39 AQUE 2012 Aug 57
## 40 AQUE 2012 Aug 60
## 41 AQUE 2012 Aug 62
## 42 AQUE 2012 Aug 64
## 43 AQUE 2012 Aug 66
## 44 AQUE 2012 Aug 85
## 45 AQUE 2012 Aug 60
## 46 AQUE 2012 Aug 68
## 47 AQUE 2012 Aug 62
## 48 AQUE 2012 Aug 70
## 49 AQUE 2012 Aug 75
## 50 AQUE 2012 Aug 87
## 51 AQUE 2012 Aug 63
## 52 AQUE 2012 Aug 63
## 53 AQUE 2012 Aug 77
## 54 AQUE 2012 Aug 85
## 55 AQUE 2012 Aug 85
## 56 AQUE 2012 Aug 64
## 57 AQUE 2012 Aug 65
## 58 AQUE 2012 Aug 65
## 59 AQUE 2012 Aug 70
## 60 AQUE 2012 Aug 78
## 61 AQUE 2012 Aug 80
## 62 AQUE 2012 Aug 85
## 63 AQUE 2012 Aug 88
## 64 AQUE 2012 Aug 89
## 65 AQUE 2012 Aug 90
## 66 AQUE 2012 Aug 60
## 67 AQUE 2012 Aug 65
## 68 AQUE 2012 Aug 70
## 69 AQUE 2012 Aug 72
## 70 AQUE 2012 Aug 75
## 71 CARP 2012 Aug 95
## 72 CARP 2012 Aug 85
## 73 CARP 2012 Aug 85
## 74 CARP 2012 Aug 90
## 75 CARP 2012 Aug 90
## 76 CARP 2012 Aug 95
## 77 CARP 2012 Aug 60
## 78 CARP 2012 Aug 65
## 79 CARP 2012 Aug 65
## 80 CARP 2012 Aug 65
## 81 CARP 2012 Aug 68
## 82 CARP 2012 Aug 70
## 83 CARP 2012 Aug 75
## 84 CARP 2012 Aug 75
## 85 CARP 2012 Aug 78
## 86 CARP 2012 Aug 78
## 87 CARP 2012 Aug 80
## 88 CARP 2012 Aug 60
## 89 CARP 2012 Aug 60
## 90 CARP 2012 Aug 60
## 91 CARP 2012 Aug 64
## 92 CARP 2012 Aug 65
## 93 CARP 2012 Aug 75
## 94 CARP 2012 Aug 76
## 95 CARP 2012 Aug 78
## 96 CARP 2012 Aug 82
## 97 CARP 2012 Aug 85
## 98 CARP 2012 Aug 52
## 99 CARP 2012 Aug 57
## 100 CARP 2012 Aug 58
## 101 CARP 2012 Aug 61
## 102 CARP 2012 Aug 62
## 103 CARP 2012 Aug 64
## 104 CARP 2012 Aug 65
## 105 CARP 2012 Aug 68
## 106 CARP 2012 Aug 70
## 107 CARP 2012 Aug 72
## 108 CARP 2012 Aug 78
## 109 CARP 2012 Aug 81
## 110 CARP 2012 Aug 85
## 111 CARP 2012 Aug 88
## 112 CARP 2012 Aug 92
## 113 CARP 2012 Aug 58
## 114 CARP 2012 Aug 74
## 115 CARP 2012 Aug 75
## 116 CARP 2012 Aug 80
## 117 CARP 2012 Aug 80
## 118 CARP 2012 Aug 80
## 119 CARP 2012 Aug 85
## 120 CARP 2012 Aug 85
## 121 CARP 2012 Aug 90
## 122 CARP 2012 Aug 75
## 123 CARP 2012 Aug 78
## 124 CARP 2012 Aug 80
## 125 CARP 2012 Aug 95
## 126 CARP 2012 Aug 55
## 127 CARP 2012 Aug 71
## 128 CARP 2012 Aug 74
## 129 CARP 2012 Aug 156
## 130 CARP 2012 Aug 72
## 131 CARP 2012 Aug 68
## 132 CARP 2012 Aug 71
## 133 CARP 2012 Aug 60
## 134 CARP 2012 Aug 62
## 135 CARP 2012 Aug 65
## 136 CARP 2012 Aug 65
## 137 CARP 2012 Aug 98
## 138 CARP 2012 Aug 66
## 139 CARP 2012 Aug 68
## 140 CARP 2012 Aug 47
## 141 CARP 2012 Aug 68
## 142 CARP 2012 Aug 65
## 143 CARP 2012 Aug 58
## 144 CARP 2012 Aug 81
## 145 CARP 2012 Aug 82
## 146 CARP 2012 Aug 84
## 147 CARP 2012 Aug 75
## 148 CARP 2012 Aug 77
## 149 MOHK 2012 Aug 65
## 150 MOHK 2012 Aug 70
## 151 MOHK 2012 Aug 75
## 152 MOHK 2012 Aug 75
## 153 MOHK 2012 Aug 75
## 154 MOHK 2012 Aug 80
## 155 MOHK 2012 Aug 80
## 156 MOHK 2012 Aug 82
## 157 MOHK 2012 Aug 82
## 158 MOHK 2012 Aug 84
## 159 MOHK 2012 Aug 85
## 160 MOHK 2012 Aug 85
## 161 MOHK 2012 Aug 68
## 162 MOHK 2012 Aug 70
## 163 MOHK 2012 Aug 72
## 164 MOHK 2012 Aug 75
## 165 MOHK 2012 Aug 75
## 166 MOHK 2012 Aug 75
## 167 MOHK 2012 Aug 78
## 168 MOHK 2012 Aug 85
## 169 MOHK 2012 Aug 88
## 170 MOHK 2012 Aug 75
## 171 MOHK 2012 Aug 80
## 172 MOHK 2012 Aug 84
## 173 MOHK 2012 Aug 60
## 174 MOHK 2012 Aug 62
## 175 MOHK 2012 Aug 65
## 176 MOHK 2012 Aug 65
## 177 MOHK 2012 Aug 68
## 178 MOHK 2012 Aug 68
## 179 MOHK 2012 Aug 68
## 180 MOHK 2012 Aug 68
## 181 MOHK 2012 Aug 70
## 182 MOHK 2012 Aug 70
## 183 MOHK 2012 Aug 72
## 184 MOHK 2012 Aug 72
## 185 MOHK 2012 Aug 72
## 186 MOHK 2012 Aug 72
## 187 MOHK 2012 Aug 75
## 188 MOHK 2012 Aug 75
## 189 MOHK 2012 Aug 75
## 190 MOHK 2012 Aug 80
## 191 MOHK 2012 Aug 85
## 192 MOHK 2012 Aug 85
## 193 MOHK 2012 Aug 85
## 194 MOHK 2012 Aug 88
## 195 MOHK 2012 Aug 88
## 196 MOHK 2012 Aug 60
## 197 MOHK 2012 Aug 65
## 198 MOHK 2012 Aug 68
## 199 MOHK 2012 Aug 75
## 200 MOHK 2012 Aug 78
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## 1853 MOHK 2017 Aug 83
## 1854 MOHK 2017 Aug 85
## 1855 MOHK 2017 Aug 85
## 1856 MOHK 2017 Aug 89
## 1857 MOHK 2017 Aug 89
## 1858 MOHK 2017 Aug 90
## 1859 MOHK 2017 Aug 92
## 1860 MOHK 2017 Aug 95
## 1861 MOHK 2017 Aug 65
## 1862 MOHK 2017 Aug 68
## 1863 MOHK 2017 Aug 68
## 1864 MOHK 2017 Aug 70
## 1865 MOHK 2017 Aug 70
## 1866 MOHK 2017 Aug 70
## 1867 MOHK 2017 Aug 70
## 1868 MOHK 2017 Aug 75
## 1869 MOHK 2017 Aug 80
## 1870 MOHK 2017 Aug 85
## 1871 MOHK 2017 Aug 90
## 1872 MOHK 2017 Aug 50
## 1873 MOHK 2017 Aug 56
## 1874 MOHK 2017 Aug 58
## 1875 MOHK 2017 Aug 58
## 1876 MOHK 2017 Aug 60
## 1877 MOHK 2017 Aug 62
## 1878 MOHK 2017 Aug 65
## 1879 MOHK 2017 Aug 65
## 1880 MOHK 2017 Aug 60
## 1881 MOHK 2017 Aug 60
## 1882 MOHK 2017 Aug 60
## 1883 MOHK 2017 Aug 65
## 1884 MOHK 2017 Aug 68
## 1885 MOHK 2017 Aug 70
## 1886 MOHK 2017 Aug 80
## 1887 MOHK 2017 Aug 83
## 1888 MOHK 2017 Aug 85
## 1889 MOHK 2017 Aug 86
## 1890 MOHK 2017 Aug 88
## 1891 MOHK 2017 Aug 68
## 1892 MOHK 2017 Aug 65
## 1893 MOHK 2017 Aug 74
## 1894 MOHK 2017 Aug 78
## 1895 MOHK 2017 Aug 80
## 1896 MOHK 2017 Aug 86
## 1897 MOHK 2017 Aug 89
## 1898 MOHK 2017 Aug 60
## 1899 MOHK 2017 Aug 62
## SITE YEAR MONTH SIZE
## 1 IVEE 2012 Aug 70
## 2 IVEE 2012 Aug 60
## 3 IVEE 2012 Aug 65
## 4 IVEE 2012 Aug 70
## 5 IVEE 2012 Aug 85
## 6 IVEE 2012 Aug 60
## 7 IVEE 2012 Aug 65
## 8 IVEE 2012 Aug 67
## 9 IVEE 2012 Aug 70
## 10 IVEE 2012 Aug 85
## 11 IVEE 2012 Aug 52
## 12 IVEE 2012 Aug 60
## 13 IVEE 2012 Aug 64
## 14 IVEE 2012 Aug 70
## 15 IVEE 2012 Aug 58
## 16 IVEE 2012 Aug 60
## 17 IVEE 2012 Aug 60
## 18 IVEE 2012 Aug 62
## 19 IVEE 2012 Aug 86
## 20 IVEE 2012 Aug 105
## 21 IVEE 2012 Aug 57
## 22 IVEE 2012 Aug 60
## 23 IVEE 2012 Aug 53
## 24 IVEE 2012 Aug 56
## 25 IVEE 2012 Aug 58
## 26 IVEE 2012 Aug 60
## 27 IVEE 2017 Aug 80
## 28 IVEE 2017 Aug 80
## 29 IVEE 2017 Aug 65
## 30 IVEE 2017 Aug 50
## 31 IVEE 2017 Aug 57
## 32 IVEE 2017 Aug 58
## 33 IVEE 2017 Aug 58
## 34 IVEE 2017 Aug 60
## 35 IVEE 2017 Aug 62
## 36 IVEE 2017 Aug 65
## 37 IVEE 2017 Aug 72
## 38 IVEE 2017 Aug 75
## 39 IVEE 2017 Aug 80
## 40 IVEE 2017 Aug 80
## 41 IVEE 2017 Aug 85
## 42 IVEE 2017 Aug 75
## 43 IVEE 2017 Aug 82
## 44 IVEE 2017 Aug 63
## 45 IVEE 2017 Aug 70
## 46 IVEE 2017 Aug 76
## 47 IVEE 2017 Aug 82
## 48 IVEE 2017 Aug 85
## 49 IVEE 2017 Aug 85
## 50 IVEE 2017 Aug 87
## 51 IVEE 2017 Aug 90
## 52 IVEE 2017 Aug 60
## 53 IVEE 2017 Aug 61
## 54 IVEE 2017 Aug 62
## 55 IVEE 2017 Aug 65
## 56 IVEE 2017 Aug 65
## 57 IVEE 2017 Aug 70
## 58 IVEE 2017 Aug 70
## 59 IVEE 2017 Aug 72
## 60 IVEE 2017 Aug 74
## 61 IVEE 2017 Aug 75
## 62 IVEE 2017 Aug 76
## 63 IVEE 2017 Aug 76
## 64 IVEE 2017 Aug 80
## 65 IVEE 2017 Aug 80
## 66 IVEE 2017 Aug 84
## 67 IVEE 2017 Aug 87
## 68 IVEE 2017 Aug 88
## 69 IVEE 2017 Aug 35
## 70 IVEE 2017 Aug 62
## 71 IVEE 2017 Aug 65
## 72 IVEE 2017 Aug 68
## 73 IVEE 2017 Aug 70
## 74 IVEE 2017 Aug 72
## 75 IVEE 2017 Aug 72
## 76 IVEE 2017 Aug 85
## 77 IVEE 2017 Aug 61
## 78 IVEE 2017 Aug 63
## 79 IVEE 2017 Aug 65
## 80 IVEE 2017 Aug 65
## 81 IVEE 2017 Aug 65
## 82 IVEE 2017 Aug 65
## 83 IVEE 2017 Aug 67
## 84 IVEE 2017 Aug 67
## 85 IVEE 2017 Aug 68
## 86 IVEE 2017 Aug 70
## 87 IVEE 2017 Aug 70
## 88 IVEE 2017 Aug 70
## 89 IVEE 2017 Aug 71
## 90 IVEE 2017 Aug 71
## 91 IVEE 2017 Aug 72
## 92 IVEE 2017 Aug 72
## 93 IVEE 2017 Aug 75
## 94 IVEE 2017 Aug 76
## 95 IVEE 2017 Aug 77
## 96 IVEE 2017 Aug 78
## 97 IVEE 2017 Aug 80
## 98 IVEE 2017 Aug 80
## 99 IVEE 2017 Aug 80
## 100 IVEE 2017 Aug 81
## 101 IVEE 2017 Aug 82
## 102 IVEE 2017 Aug 82
## 103 IVEE 2017 Aug 83
## 104 IVEE 2017 Aug 85
## 105 IVEE 2017 Aug 85
## 106 IVEE 2017 Aug 85
## 107 IVEE 2017 Aug 85
## 108 IVEE 2017 Aug 86
## 109 IVEE 2017 Aug 87
## 110 IVEE 2017 Aug 87
## 111 IVEE 2017 Aug 90
## 112 IVEE 2017 Aug 91
## 113 IVEE 2017 Aug 105
## 114 IVEE 2017 Aug 63
## 115 IVEE 2017 Aug 63
## 116 IVEE 2017 Aug 64
## 117 IVEE 2017 Aug 65
## 118 IVEE 2017 Aug 65
## 119 IVEE 2017 Aug 66
## 120 IVEE 2017 Aug 67
## 121 IVEE 2017 Aug 69
## 122 IVEE 2017 Aug 70
## 123 IVEE 2017 Aug 70
## 124 IVEE 2017 Aug 76
## 125 IVEE 2017 Aug 78
## 126 IVEE 2017 Aug 80
## 127 IVEE 2017 Aug 81
## 128 IVEE 2017 Aug 85
## 129 IVEE 2017 Aug 87
## 130 IVEE 2017 Aug 88
## 131 IVEE 2017 Aug 90
## 132 IVEE 2017 Aug 35
## 133 IVEE 2017 Aug 45
## 134 IVEE 2017 Aug 45
## 135 IVEE 2017 Aug 45
## 136 IVEE 2017 Aug 50
## 137 IVEE 2017 Aug 55
## 138 IVEE 2017 Aug 60
## 139 IVEE 2017 Aug 68
## 140 IVEE 2017 Aug 69
## 141 IVEE 2017 Aug 70
## 142 IVEE 2017 Aug 70
## 143 IVEE 2017 Aug 70
## 144 IVEE 2017 Aug 70
## 145 IVEE 2017 Aug 70
## 146 IVEE 2017 Aug 70
## 147 IVEE 2017 Aug 78
## 148 IVEE 2017 Aug 80
## 149 IVEE 2017 Aug 80
## 150 IVEE 2017 Aug 82
## 151 IVEE 2017 Aug 83
## 152 IVEE 2017 Aug 84
## 153 IVEE 2017 Aug 40
## 154 IVEE 2017 Aug 45
## 155 IVEE 2017 Aug 45
## 156 IVEE 2017 Aug 50
## 157 IVEE 2017 Aug 50
## 158 IVEE 2017 Aug 50
## 159 IVEE 2017 Aug 55
## 160 IVEE 2017 Aug 60
## 161 IVEE 2017 Aug 60
## 162 IVEE 2017 Aug 60
## 163 IVEE 2017 Aug 60
## 164 IVEE 2017 Aug 60
## 165 IVEE 2017 Aug 60
## 166 IVEE 2017 Aug 62
## 167 IVEE 2017 Aug 62
## 168 IVEE 2017 Aug 64
## 169 IVEE 2017 Aug 65
## 170 IVEE 2017 Aug 65
## 171 IVEE 2017 Aug 70
## 172 IVEE 2017 Aug 70
## 173 IVEE 2017 Aug 70
## 174 IVEE 2017 Aug 70
## 175 IVEE 2017 Aug 70
## 176 IVEE 2017 Aug 72
## 177 IVEE 2017 Aug 73
## 178 IVEE 2017 Aug 75
## 179 IVEE 2017 Aug 75
## 180 IVEE 2017 Aug 75
## 181 IVEE 2017 Aug 80
## 182 IVEE 2017 Aug 80
## 183 IVEE 2017 Aug 80
## 184 IVEE 2017 Aug 80
## 185 IVEE 2017 Aug 82
## 186 IVEE 2017 Aug 85
## 187 IVEE 2017 Aug 85
## 188 IVEE 2017 Aug 85
## 189 IVEE 2017 Aug 86
## 190 IVEE 2017 Aug 86
## 191 IVEE 2017 Aug 90
## 192 IVEE 2017 Aug 58
## 193 IVEE 2017 Aug 60
## 194 IVEE 2017 Aug 60
## 195 IVEE 2017 Aug 62
## 196 IVEE 2017 Aug 62
## 197 IVEE 2017 Aug 63
## 198 IVEE 2017 Aug 65
## 199 IVEE 2017 Aug 65
## 200 IVEE 2017 Aug 65
## 201 IVEE 2017 Aug 65
## 202 IVEE 2017 Aug 65
## 203 IVEE 2017 Aug 65
## 204 IVEE 2017 Aug 65
## 205 IVEE 2017 Aug 65
## 206 IVEE 2017 Aug 66
## 207 IVEE 2017 Aug 67
## 208 IVEE 2017 Aug 68
## 209 IVEE 2017 Aug 68
## 210 IVEE 2017 Aug 68
## 211 IVEE 2017 Aug 70
## 212 IVEE 2017 Aug 70
## 213 IVEE 2017 Aug 70
## 214 IVEE 2017 Aug 70
## 215 IVEE 2017 Aug 70
## 216 IVEE 2017 Aug 70
## 217 IVEE 2017 Aug 70
## 218 IVEE 2017 Aug 71
## 219 IVEE 2017 Aug 71
## 220 IVEE 2017 Aug 72
## 221 IVEE 2017 Aug 72
## 222 IVEE 2017 Aug 72
## 223 IVEE 2017 Aug 75
## 224 IVEE 2017 Aug 75
## 225 IVEE 2017 Aug 75
## 226 IVEE 2017 Aug 75
## 227 IVEE 2017 Aug 75
## 228 IVEE 2017 Aug 75
## 229 IVEE 2017 Aug 75
## 230 IVEE 2017 Aug 76
## 231 IVEE 2017 Aug 76
## 232 IVEE 2017 Aug 77
## 233 IVEE 2017 Aug 77
## 234 IVEE 2017 Aug 78
## 235 IVEE 2017 Aug 78
## 236 IVEE 2017 Aug 79
## 237 IVEE 2017 Aug 80
## 238 IVEE 2017 Aug 80
## 239 IVEE 2017 Aug 80
## 240 IVEE 2017 Aug 80
## 241 IVEE 2017 Aug 80
## 242 IVEE 2017 Aug 80
## 243 IVEE 2017 Aug 80
## 244 IVEE 2017 Aug 80
## 245 IVEE 2017 Aug 80
## 246 IVEE 2017 Aug 80
## 247 IVEE 2017 Aug 80
## 248 IVEE 2017 Aug 80
## 249 IVEE 2017 Aug 81
## 250 IVEE 2017 Aug 81
## 251 IVEE 2017 Aug 82
## 252 IVEE 2017 Aug 82
## 253 IVEE 2017 Aug 82
## 254 IVEE 2017 Aug 82
## 255 IVEE 2017 Aug 83
## 256 IVEE 2017 Aug 83
## 257 IVEE 2017 Aug 85
## 258 IVEE 2017 Aug 85
## 259 IVEE 2017 Aug 85
## 260 IVEE 2017 Aug 85
## 261 IVEE 2017 Aug 85
## 262 IVEE 2017 Aug 85
## 263 IVEE 2017 Aug 87
## 264 IVEE 2017 Aug 87
## 265 IVEE 2017 Aug 88
## 266 IVEE 2017 Aug 88
## 267 IVEE 2017 Aug 89
## 268 IVEE 2017 Aug 90
## 269 IVEE 2017 Aug 90
## 270 IVEE 2017 Aug 90
## 271 IVEE 2017 Aug 91
## 272 IVEE 2017 Aug 94
## 273 IVEE 2017 Aug 95
## 274 IVEE 2017 Aug 100
## 275 IVEE 2017 Aug 100
## 276 IVEE 2017 Aug 102
## 277 IVEE 2017 Aug 105
## 278 IVEE 2017 Aug 110
## 279 IVEE 2017 Aug 110
## 280 IVEE 2017 Aug 32
## 281 IVEE 2017 Aug 55
## 282 IVEE 2017 Aug 59
## 283 IVEE 2017 Aug 60
## 284 IVEE 2017 Aug 61
## 285 IVEE 2017 Aug 63
## 286 IVEE 2017 Aug 63
## 287 IVEE 2017 Aug 63
## 288 IVEE 2017 Aug 64
## 289 IVEE 2017 Aug 65
## 290 IVEE 2017 Aug 65
## 291 IVEE 2017 Aug 65
## 292 IVEE 2017 Aug 67
## 293 IVEE 2017 Aug 70
## 294 IVEE 2017 Aug 70
## 295 IVEE 2017 Aug 70
## 296 IVEE 2017 Aug 70
## 297 IVEE 2017 Aug 70
## 298 IVEE 2017 Aug 70
## 299 IVEE 2017 Aug 72
## 300 IVEE 2017 Aug 72
## 301 IVEE 2017 Aug 75
## 302 IVEE 2017 Aug 75
## 303 IVEE 2017 Aug 76
## 304 IVEE 2017 Aug 78
## 305 IVEE 2017 Aug 79
## 306 IVEE 2017 Aug 80
## 307 IVEE 2017 Aug 82
## 308 IVEE 2017 Aug 83
## 309 IVEE 2017 Aug 85
## 310 IVEE 2017 Aug 85
## 311 IVEE 2017 Aug 85
## 312 IVEE 2017 Aug 85
## 313 IVEE 2017 Aug 85
## 314 IVEE 2017 Aug 86
## 315 IVEE 2017 Aug 87
## 316 IVEE 2017 Aug 87
## 317 IVEE 2017 Aug 88
## 318 IVEE 2017 Aug 88
## 319 IVEE 2017 Aug 90
## 320 IVEE 2017 Aug 90
## 321 IVEE 2017 Aug 90
## 322 IVEE 2017 Aug 91
## 323 IVEE 2017 Aug 92
## 324 IVEE 2017 Aug 92
## 325 IVEE 2017 Aug 96
## 326 IVEE 2017 Aug 100
## 327 IVEE 2017 Aug 105
## 328 IVEE 2017 Aug 110
## 329 IVEE 2017 Aug 110
## 330 IVEE 2017 Aug 112
## 331 IVEE 2017 Aug 35
## 332 IVEE 2017 Aug 40
## 333 IVEE 2017 Aug 45
## 334 IVEE 2017 Aug 45
## 335 IVEE 2017 Aug 46
## 336 IVEE 2017 Aug 50
## 337 IVEE 2017 Aug 50
## 338 IVEE 2017 Aug 50
## 339 IVEE 2017 Aug 50
## 340 IVEE 2017 Aug 50
## 341 IVEE 2017 Aug 50
## 342 IVEE 2017 Aug 50
## 343 IVEE 2017 Aug 50
## 344 IVEE 2017 Aug 50
## 345 IVEE 2017 Aug 50
## 346 IVEE 2017 Aug 50
## 347 IVEE 2017 Aug 51
## 348 IVEE 2017 Aug 52
## 349 IVEE 2017 Aug 52
## 350 IVEE 2017 Aug 55
## 351 IVEE 2017 Aug 55
## 352 IVEE 2017 Aug 55
## 353 IVEE 2017 Aug 58
## 354 IVEE 2017 Aug 60
## 355 IVEE 2017 Aug 60
## 356 IVEE 2017 Aug 60
## 357 IVEE 2017 Aug 60
## 358 IVEE 2017 Aug 60
## 359 IVEE 2017 Aug 60
## 360 IVEE 2017 Aug 60
## 361 IVEE 2017 Aug 60
## 362 IVEE 2017 Aug 60
## 363 IVEE 2017 Aug 62
## 364 IVEE 2017 Aug 63
## 365 IVEE 2017 Aug 65
## 366 IVEE 2017 Aug 65
## 367 IVEE 2017 Aug 65
## 368 IVEE 2017 Aug 68
## 369 IVEE 2017 Aug 70
## 370 IVEE 2017 Aug 70
## 371 IVEE 2017 Aug 70
## 372 IVEE 2017 Aug 70
## 373 IVEE 2017 Aug 72
## 374 IVEE 2017 Aug 72
## 375 IVEE 2017 Aug 80
## 376 IVEE 2017 Aug 80
## 377 IVEE 2017 Aug 82
## 378 IVEE 2017 Aug 84
## 379 IVEE 2017 Aug 85
## 380 IVEE 2017 Aug 98
## 381 IVEE 2017 Aug 35
## 382 IVEE 2017 Aug 40
## 383 IVEE 2017 Aug 40
## 384 IVEE 2017 Aug 40
## 385 IVEE 2017 Aug 43
## 386 IVEE 2017 Aug 45
## 387 IVEE 2017 Aug 45
## 388 IVEE 2017 Aug 45
## 389 IVEE 2017 Aug 50
## 390 IVEE 2017 Aug 55
## 391 IVEE 2017 Aug 55
## 392 IVEE 2017 Aug 55
## 393 IVEE 2017 Aug 55
## 394 IVEE 2017 Aug 56
## 395 IVEE 2017 Aug 60
## 396 IVEE 2017 Aug 60
## 397 IVEE 2017 Aug 60
## 398 IVEE 2017 Aug 60
## 399 IVEE 2017 Aug 60
## 400 IVEE 2017 Aug 60
## 401 IVEE 2017 Aug 60
## 402 IVEE 2017 Aug 60
## 403 IVEE 2017 Aug 60
## 404 IVEE 2017 Aug 60
## 405 IVEE 2017 Aug 63
## 406 IVEE 2017 Aug 70
## 407 IVEE 2017 Aug 70
## 408 IVEE 2017 Aug 70
## 409 IVEE 2017 Aug 70
## 410 IVEE 2017 Aug 70
## 411 IVEE 2017 Aug 70
## 412 IVEE 2017 Aug 70
## 413 IVEE 2017 Aug 70
## 414 IVEE 2017 Aug 70
## 415 IVEE 2017 Aug 72
## 416 IVEE 2017 Aug 72
## 417 IVEE 2017 Aug 72
## 418 IVEE 2017 Aug 72
## 419 IVEE 2017 Aug 75
## 420 IVEE 2017 Aug 75
## 421 IVEE 2017 Aug 75
## 422 IVEE 2017 Aug 80
## 423 IVEE 2017 Aug 80
## 424 IVEE 2017 Aug 80
## 425 IVEE 2017 Aug 80
## 426 IVEE 2017 Aug 83
## 427 IVEE 2017 Aug 83
## 428 IVEE 2017 Aug 84
## 429 IVEE 2017 Aug 85
## 430 IVEE 2017 Aug 85
## 431 IVEE 2017 Aug 88
## 432 IVEE 2017 Aug 90
## 433 IVEE 2017 Aug 90
## 434 IVEE 2017 Aug 95
## 435 IVEE 2017 Aug 95
## 436 IVEE 2017 Aug 97
## 437 IVEE 2017 Aug 100
## 438 IVEE 2017 Aug 55
## 439 IVEE 2017 Aug 58
## 440 IVEE 2017 Aug 62
## 441 IVEE 2017 Aug 65
## 442 IVEE 2017 Aug 65
## 443 IVEE 2017 Aug 75
## 444 IVEE 2017 Aug 78
## 445 IVEE 2017 Aug 48
## 446 IVEE 2017 Aug 50
## 447 IVEE 2017 Aug 55
## 448 IVEE 2017 Aug 58
## 449 IVEE 2017 Aug 60
## 450 IVEE 2017 Aug 62
## 451 IVEE 2017 Aug 63
## 452 IVEE 2017 Aug 65
## 453 IVEE 2017 Aug 65
## 454 IVEE 2017 Aug 65
## 455 IVEE 2017 Aug 65
## 456 IVEE 2017 Aug 65
## 457 IVEE 2017 Aug 67
## 458 IVEE 2017 Aug 68
## 459 IVEE 2017 Aug 68
## 460 IVEE 2017 Aug 68
## 461 IVEE 2017 Aug 80
## 462 IVEE 2017 Aug 85
## 463 IVEE 2017 Aug 85
## 464 IVEE 2017 Aug 90
## 465 IVEE 2017 Aug 95
## 466 IVEE 2017 Aug 60
## 467 IVEE 2017 Aug 60
## 468 IVEE 2017 Aug 60
## 469 IVEE 2017 Aug 60
## 470 IVEE 2017 Aug 65
## 471 IVEE 2017 Aug 68
## 472 IVEE 2017 Aug 70
## 473 IVEE 2017 Aug 70
## 474 IVEE 2017 Aug 75
## 475 IVEE 2017 Aug 78
## 476 IVEE 2017 Aug 80
## 477 IVEE 2017 Aug 90
## 478 IVEE 2017 Aug 55
## 479 IVEE 2017 Aug 55
## 480 IVEE 2017 Aug 60
## 481 IVEE 2017 Aug 60
## 482 IVEE 2017 Aug 60
## 483 IVEE 2017 Aug 61
## 484 IVEE 2017 Aug 62
## 485 IVEE 2017 Aug 65
## 486 IVEE 2017 Aug 65
## 487 IVEE 2017 Aug 65
## 488 IVEE 2017 Aug 65
## 489 IVEE 2017 Aug 65
## 490 IVEE 2017 Aug 70
## 491 IVEE 2017 Aug 70
## 492 IVEE 2017 Aug 72
## 493 IVEE 2017 Aug 78
## 494 IVEE 2017 Aug 80
## 495 IVEE 2017 Aug 80
## 496 IVEE 2017 Aug 82
## 497 IVEE 2017 Aug 85
## 498 IVEE 2017 Aug 90
## 499 IVEE 2017 Aug 95
## 500 IVEE 2017 Aug 105
## 501 IVEE 2017 Aug 40
## 502 IVEE 2017 Aug 50
## 503 IVEE 2017 Aug 55
## 504 IVEE 2017 Aug 60
## 505 IVEE 2017 Aug 60
## 506 IVEE 2017 Aug 65
## 507 IVEE 2017 Aug 65
## 508 IVEE 2017 Aug 68
## 509 IVEE 2017 Aug 75
## 510 IVEE 2017 Aug 78
## 511 IVEE 2017 Aug 78
## 512 IVEE 2017 Aug 80
## 513 IVEE 2017 Aug 80
## 514 IVEE 2017 Aug 83
## 515 IVEE 2017 Aug 83
## 516 IVEE 2017 Aug 85
## 517 IVEE 2017 Aug 85
## 518 IVEE 2017 Aug 89
## 519 IVEE 2017 Aug 50
## 520 IVEE 2017 Aug 56
## 521 IVEE 2017 Aug 58
## 522 IVEE 2017 Aug 60
## 523 IVEE 2017 Aug 62
## 524 IVEE 2017 Aug 62
## 525 IVEE 2017 Aug 63
## 526 IVEE 2017 Aug 65
## 527 IVEE 2017 Aug 65
## 528 IVEE 2017 Aug 65
## 529 IVEE 2017 Aug 68
## 530 IVEE 2017 Aug 70
## 531 IVEE 2017 Aug 74
## 532 IVEE 2017 Aug 76
## 533 IVEE 2017 Aug 78
## 534 IVEE 2017 Aug 79
## 535 IVEE 2017 Aug 82
## 536 IVEE 2017 Aug 83
## 537 IVEE 2017 Aug 84
## 538 IVEE 2017 Aug 84
## 539 IVEE 2017 Aug 86
## 540 IVEE 2017 Aug 90
## 541 IVEE 2017 Aug 105
## 542 IVEE 2017 Aug 35
## 543 IVEE 2017 Aug 40
## 544 IVEE 2017 Aug 45
## 545 IVEE 2017 Aug 45
## 546 IVEE 2017 Aug 48
## 547 IVEE 2017 Aug 55
## 548 IVEE 2017 Aug 65
## 549 IVEE 2017 Aug 67
## 550 IVEE 2017 Aug 68
## 551 IVEE 2017 Aug 70
## 552 IVEE 2017 Aug 72
## 553 IVEE 2017 Aug 75
## 554 IVEE 2017 Aug 75
## 555 IVEE 2017 Aug 78
## 556 IVEE 2017 Aug 78
## 557 IVEE 2017 Aug 78
## 558 IVEE 2017 Aug 78
## 559 IVEE 2017 Aug 78
## 560 IVEE 2017 Aug 79
## 561 IVEE 2017 Aug 80
## 562 IVEE 2017 Aug 81
## 563 IVEE 2017 Aug 82
## 564 IVEE 2017 Aug 83
## 565 IVEE 2017 Aug 83
## 566 IVEE 2017 Aug 84
## 567 IVEE 2017 Aug 85
## 568 IVEE 2017 Aug 90
## 569 IVEE 2017 Aug 90
## 570 IVEE 2017 Aug 92
## 571 IVEE 2017 Aug 95
## 572 IVEE 2017 Aug 110
## 573 IVEE 2017 Aug 110
## 574 IVEE 2017 Aug 40
## 575 IVEE 2017 Aug 47
## 576 IVEE 2017 Aug 48
## 577 IVEE 2017 Aug 49
## 578 IVEE 2017 Aug 49
## 579 IVEE 2017 Aug 50
## 580 IVEE 2017 Aug 50
## 581 IVEE 2017 Aug 50
## 582 IVEE 2017 Aug 55
## 583 IVEE 2017 Aug 55
## 584 IVEE 2017 Aug 60
## 585 IVEE 2017 Aug 60
## 586 IVEE 2017 Aug 60
## 587 IVEE 2017 Aug 65
## 588 IVEE 2017 Aug 65
## 589 IVEE 2017 Aug 70
## 590 IVEE 2017 Aug 70
## 591 IVEE 2017 Aug 72
## 592 IVEE 2017 Aug 75
## 593 IVEE 2017 Aug 75
## 594 IVEE 2017 Aug 75
## 595 IVEE 2017 Aug 78
## 596 IVEE 2017 Aug 78
## 597 IVEE 2017 Aug 80
## 598 IVEE 2017 Aug 85
## 599 IVEE 2017 Aug 150
## 600 IVEE 2017 Aug 70
## 601 IVEE 2017 Aug 70
## 602 IVEE 2017 Aug 75
## 603 IVEE 2017 Aug 65
## 604 IVEE 2017 Aug 70
## 605 IVEE 2017 Aug 90
## 606 IVEE 2017 Aug 62
## 607 IVEE 2017 Aug 65
## 608 IVEE 2017 Aug 65
## 609 IVEE 2017 Aug 65
## 610 IVEE 2017 Aug 70
## 611 IVEE 2017 Aug 70
## 612 IVEE 2017 Aug 70
## 613 IVEE 2017 Aug 75
## 614 IVEE 2017 Aug 75
## 615 IVEE 2017 Aug 78
## 616 IVEE 2017 Aug 50
## 617 IVEE 2017 Aug 55
## 618 IVEE 2017 Aug 65
## 619 IVEE 2017 Aug 70
## 620 IVEE 2017 Aug 85
## 621 IVEE 2017 Aug 50
## 622 IVEE 2017 Aug 68
## 623 IVEE 2017 Aug 75
## 624 IVEE 2017 Aug 75
## 625 IVEE 2017 Aug 78
## 626 IVEE 2017 Aug 80
## 627 IVEE 2017 Aug 82
## 628 IVEE 2017 Aug 71
## 629 IVEE 2017 Aug 85
## 630 IVEE 2017 Aug 65
## 631 IVEE 2017 Aug 70
## 632 IVEE 2017 Aug 79
##
## Welch Two Sample t-test
##
## data: SIZE by YEAR
## t = -2.2013, df = 28.095, p-value = 0.0361
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -10.3764247 -0.3740196
## sample estimates:
## mean in group 2012 mean in group 2017
## 66.07692 71.45215
##
## Two Sample t-test
##
## data: SIZE by YEAR
## t = -1.9159, df = 748, p-value = 0.05576
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -9.7644724 0.1189292
## sample estimates:
## mean in group 2012 mean in group 2017
## 67.37500 72.19777
## Warning: Removed 6 rows containing non-finite values (stat_bin).
## Warning: Removed 6 rows containing non-finite values (stat_qq).
##
## F test to compare two variances
##
## data: mpa_2012$IVEE and mpa_2017$IVEE
## F = 0.71311, num df = 25, denom df = 605, p-value = 0.307
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.4322948 1.3698611
## sample estimates:
## ratio of variances
## 0.713111
##
## Two Sample t-test
##
## data: mpa_2012$IVEE and mpa_2017$IVEE
## t = -1.885, df = 630, p-value = 0.0599
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -10.9750916 0.2246473
## sample estimates:
## mean of x mean of y
## 66.07692 71.45215
##
## Wilcoxon rank sum test with continuity correction
##
## data: mpa_2012$IVEE and mpa_2017$IVEE
## W = 5482, p-value = 0.008488
## alternative hypothesis: true location shift is not equal to 0
## [1] 5.375222
##
## Cohen's d
##
## d estimate: -0.3775177 (small)
## 95 percent confidence interval:
## inf sup
## -0.77136540 0.01633002
## [1] 12.09272
## [1] 26
## [1] 14.32008
## [1] 606
## Warning: Removed 26 rows containing non-finite values (stat_bin).
## Warning: Removed 26 rows containing non-finite values (stat_qq).
##
## F test to compare two variances
##
## data: mpa_2012$NAPL and mpa_2017$NAPL
## F = 1.064, num df = 5, denom df = 111, p-value = 0.7685
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.3966019 6.4626426
## sample estimates:
## ratio of variances
## 1.064048
##
## Two Sample t-test
##
## data: mpa_2012$NAPL and mpa_2017$NAPL
## t = -0.67636, df = 116, p-value = 0.5002
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -12.697051 6.232765
## sample estimates:
## mean of x mean of y
## 73.00000 76.23214
## [1] 3.232143
##
## Cohen's d
##
## d estimate: -0.2834216 (small)
## 95 percent confidence interval:
## inf sup
## -1.1141889 0.5473456
## [1] 11.74734
## [1] 6
## [1] 11.3883
## [1] 112
## Warning: Removed 161 rows containing non-finite values (stat_bin).
## Warning: Removed 161 rows containing non-finite values (stat_qq).
##
## F test to compare two variances
##
## data: non_mpa_2012$AQUE and non_mpa_2017$AQUE
## F = 0.72863, num df = 37, denom df = 66, p-value = 0.2986
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.419142 1.327868
## sample estimates:
## ratio of variances
## 0.7286314
##
## Two Sample t-test
##
## data: non_mpa_2012$AQUE and non_mpa_2017$AQUE
## t = -1.2622, df = 103, p-value = 0.2097
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -7.445357 1.654312
## sample estimates:
## mean of x mean of y
## 71.00000 73.89552
## [1] 2.895522
##
## Cohen's d
##
## d estimate: -0.2563169 (small)
## 95 percent confidence interval:
## inf sup
## -0.6606014 0.1479675
## [1] 10.15022
## [1] 38
## [1] 11.89109
## [1] 67
## Warning: Removed 121 rows containing non-finite values (stat_bin).
## Warning: Removed 121 rows containing non-finite values (stat_qq).
##
## F test to compare two variances
##
## data: non_mpa_2012$CARP and non_mpa_2017$CARP
## F = 1.2244, num df = 77, denom df = 704, p-value = 0.2043
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.896208 1.750406
## sample estimates:
## ratio of variances
## 1.224405
##
## Two Sample t-test
##
## data: non_mpa_2012$CARP and non_mpa_2017$CARP
## t = 1.3361, df = 781, p-value = 0.1819
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -0.998958 5.257332
## sample estimates:
## mean of x mean of y
## 74.35897 72.22979
## [1] -2.129187
##
## Cohen's d
##
## d estimate: 0.1594364 (negligible)
## 95 percent confidence interval:
## inf sup
## -0.07493682 0.39380971
## [1] 14.61628
## [1] 78
## [1] 13.20913
## [1] 705
## Warning: Removed 116 rows containing non-finite values (stat_bin).
## Warning: Removed 116 rows containing non-finite values (stat_qq).
##
## F test to compare two variances
##
## data: non_mpa_2012$MOHK and non_mpa_2017$MOHK
## F = 1.3015, num df = 82, denom df = 177, p-value = 0.1509
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 0.9085131 1.9131403
## sample estimates:
## ratio of variances
## 1.301535
##
## Two Sample t-test
##
## data: non_mpa_2012$MOHK and non_mpa_2017$MOHK
## t = 4.0689, df = 259, p-value = 6.276e-05
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 2.710776 7.795248
## sample estimates:
## mean of x mean of y
## 77.25301 72.00000
## [1] -5.253012
##
## Cohen's d
##
## d estimate: 0.5408116 (medium)
## 95 percent confidence interval:
## inf sup
## 0.2749635 0.8066597
## [1] 10.58743
## [1] 83
## [1] 9.280318
## [1] 178
## # A tibble: 1,899 x 4
## # Groups: SITE [5]
## SITE YEAR MONTH mean_size
## <fct> <int> <fct> <dbl>
## 1 IVEE 2012 Aug 71.2
## 2 IVEE 2012 Aug 71.2
## 3 IVEE 2012 Aug 71.2
## 4 IVEE 2012 Aug 71.2
## 5 IVEE 2012 Aug 71.2
## 6 IVEE 2012 Aug 71.2
## 7 IVEE 2012 Aug 71.2
## 8 IVEE 2012 Aug 71.2
## 9 IVEE 2012 Aug 71.2
## 10 IVEE 2012 Aug 71.2
## # ... with 1,889 more rows
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
- Proportions of “legal” lobsters at the 5 sites in 2017
## Warning: Setting row names on a tibble is deprecated.
## # A tibble: 5 x 2
## no yes
## * <int> <int>
## 1 51 16
## 2 526 179
## 3 476 130
## 4 154 24
## 5 75 37
Number of lobsters of legal size (above 82.6mm) and illegal size (below 82.6mm) at each site
|
|
no
|
yes
|
|
AQUE
|
51
|
16
|
|
CARP
|
526
|
179
|
|
IVEE
|
476
|
130
|
|
MOHK
|
154
|
24
|
|
NAPL
|
75
|
37
|
## no yes
## AQUE 0.7611940 0.2388060
## CARP 0.7460993 0.2539007
## IVEE 0.7854785 0.2145215
## MOHK 0.8651685 0.1348315
## NAPL 0.6696429 0.3303571
Proportion of lobsters that are over legal size at each site
|
|
no
|
yes
|
|
AQUE
|
0.7611940
|
0.2388060
|
|
CARP
|
0.7460993
|
0.2539007
|
|
IVEE
|
0.7854785
|
0.2145215
|
|
MOHK
|
0.8651685
|
0.1348315
|
|
NAPL
|
0.6696429
|
0.3303571
|
##
## Pearson's Chi-squared test
##
## data: legal_counts
## X-squared = 18.497, df = 4, p-value = 0.0009864